Introduction, influences and inspirations

I have loved music since the day I was created. I love to be surrounded by glorious sounds and music I can really connect with. I’m by no means a musician or a sound engineer, I’m just a simple lover and enthusiast of listening to (and sometimes singing along with) music.

My family greatly influenced this musical enthusiasm. I grew up in a family full of music listening enthusiasts and “ninja singers” (people who sing when they think no one is around or can hear them!). My Dad influenced me with his eclectic collection of classic rock and famous mainstream songwriters from the 60’s through to the 80’s. From my Dad, I learned very early on to appreciate the crystal-clear sound vinyl records offer as well as quality stereo equipment. My Mum influenced me with her regular listening to radio stations, in particular Gold 104 FM (Melbourne Australia) and random sing-alongs in the car. My brother influenced me with his electrical engineering talents. I distinctly remember as a young kid the day he created his first car-boot boom box. Thundering rumbles of finely tuned bass could be heard from 3 blocks away in tranquil suburbia, and of course it was 90’s techno pop, electronica and occasionally Jamiroquai!

So how did all this intriguing musical enthusiasm influence me?

I was always drawn to classic and hard rock. I’ve always been fascinated with the interaction of sound compositions and poetic lyrical prose. Being an athlete since I was 9, I recognised early on how sounds and lyrics could influence my performances. There’s music to psych you up or calm you down, and rhymes to help you stay in time!

I discovered my fan-girl love for Irish rock group U2 when I was 14. It was their album “All That You Can’t Leave Behind” which got my attention. I then did what any obsessed fan-girl would do. I researched everything humanly possible about their music, and in addition to knowing every lyric to every song U2 ever wrote, I consequently ended up learning a great deal about many musical-related and life-experience topics. Things like the guitars and complex sound effects The Edge uses, Bono’s public speaking, song writing talents and stage presence, Larry’s masterful methods of how to stay out of the public spotlight while protecting his band, and Adam’s talents for creative collaboration and sophisticated, artistic conversation.

As the years moved on, I began to open up and diversify my music collection. I have my husband to thank in part for this, introducing me to heavy metal and modern electronic genres. These days, my music interest is eclectic. In any single day I enjoy listening to anything between Eminem and Enya, Rammstein to Bobby McFerrin, Tibetan Buddhist Monk chanting to Dragonforce Through the Fire and the Flames. Yes, I’m also a huge fan of the Audiosurf game series, and Guitar Hero!

 

The data of music: What’s this analysis about? What’s the purpose and objective?

There’s not many days that go by where I’m not listening to music. I spend hours every day working away while listening to music, many hours creating an inadvertent fashion trend with my headphones and many hours with my thoughts randomly jumping in with playful musical commentary.

More recently, this thought pattern commentary has been circulating in my head:

On that last comment, my inner kid sparked up and went “ooh this could be so much fun, we can learn, write, and do an analysis with sound engineering, signal processing, text mining and natural language processing”. I very quickly realised to cover off all of those topics in a single blog wouldn’t be doing any of those single topics any justice. I would need to chunk-down these topics into separate blogs. So for this blog, I’m choosing to do one smaller topic, with great love:

A music lyrical analysis!

Working with the lyrical components for a selected collection of music data. We shall apply text mining and natural language processing techniques to this data to explore the above questions, build insights and find some answers.

The target audience for this analysis is aimed at the general population of music enthusiasts, data scientists, data-folk, and anyone who’s ever wondered what on earth Led Zeppelin’s Kashmir was about.

 

Technical guiding questions for designing this analysis

As we flow through this analysis I’m seeking to weave in my responses to four key technical questions which are relevant for text mining and natural language processing:

  1. How will you acquire and structure the data?
  2. How can we visualise this data to tell us a story and help us make meaningful sense of the data?
  3. What are the important key words and n-gram constructs associated with each artist’s album?
  4. What are the sentiments and emotional representations of each song and album?
  5. What topics emerge from the albums? Can machine learning be useful here?

 

Project workflow

This project will be written in R, with the repository link here

Sequencing:

 

 

1. Data Considerations

Intellectual property & copyrights

Because we are working with copyrighted material in reference to music lyrics, the copyright belongs to the artists and songwriters who created the songs and the lyrics.

 

Artist and album selection

After much deliberation and consulting with friends and family, I decided to select 6 artists and an album from each of these artists.

 

Artist Album Release Year Genre Tracks Review Tags Other Notes & Rationale for selection
Daft Punk Discovery 2001 Electronic
  1. One More Time
  2. Aerodynamic
  3. Digital Love
  4. Harder, Better, Faster, Stronger
  5. Crescendolls
  6. Nightvision
  7. Superheroes
  8. High Life
  9. Something About Us
  10. Voyager
  11. Veridis Quo
  12. Short Circuit
  13. Face to Face
  14. Too Long
 Electronic, House, Rock, Techno, Funk, Modern Disco

Aerodynamic, Crescendolls, Nightvision, Superheroes, High Life, Voyager, Viridis Quo and Short Circuit are instrumental songs. We will include these for sound analysis in a subsequent exploration of music analysis.

Music video movie “Interstella 555: The Story of the Secret Star System”. The film is the visual realization of Discovery.

http://www.imdb.com/title/tt0368667/

Bree’s favourite Daft Punk album.
U2 The Joshua Tree 1987 Rock
  1. Where the streets have no name
  2. I still haven’t found what I’m looking for
  3. With or without you
  4. Bullet the blue sky
  5. Running to stand still
  6. Red hill mining town
  7. In God’s country
  8. Trip through your wires
  9. One tree hill
  10. Exit
  11. Mothers of the disappeared
 Rock, Gospel, One of the biggest selling albums of all time. 30th Anniversary of its release in 2017 saw U2 take it on tour.
Elton John Honky Chateau 1972 Rock
  1. Honky Cat
  2. Mellow
  3. I think I’m going to kill myself
  4. Susie (Dramas)
  5. Rocket Man (I think it’s going to be a long, long time)
  6. Salvation
  7. Slave
  8. Amy
  9. Mona Lisa and Mad Hatters
  10. Hercules
 Rock, Pop, Rock & Roll

Rolling Stone believes this was the album which marked the transformation of Elton John from gentle singer/songwriter to a legitimate rock star.

https://www.rollingstone.com/music/pictures/readers-poll-the-10-best-elton-john-albums-20130918/5-honky-chateau-3-78-9
Killswitch Engage Alive or Just Breathing 2002 Metal Core
  1. Numbered Days
  2. Self Revolution
  3. Fixation on the Darkness
  4. My Last Serenade
  5. Life to Lifeless
  6. Just Barely Breathing
  7. To The Sons of Man
  8. Temple from Within
  9. The Element of One
  10. Vide Infra
  11. Without a Name
  12. Rise Inside
  13. When the Balance is Broken
 Hardcore Metal,

Loudwire suggests this is the greatest album KsE produced.

http://loudwire.com/killswitch-engage-albums-ranked/
Iron Maiden Powerslave 1984 Heavy Metal
  1. Aces High
  2. Two Minutes to Midnight
  3. Losfer Words (Big ’Orra)
  4. Flash of the Blade
  5. The Duellists
  6. Back in the Village
  7. Powerslave
  8. Rime of the Ancient Mariner
 Hard Rock, Heavy Metal

LouderSound suggests this is the greatest album Iron Maiden produced.

https://www.loudersound.com/features/every-iron-maiden-album-ranked-from-worst-to-best
Led Zeppelin Physical Graffiti 1975 Rock
  1. Custard Pie
  2. The Rover
  3. In my Time of Dying
  4. Houses of the Holy
  5. Trampled Under Foot
  6. Kashmir
  7. In the Light
  8. Bron-Yr-Aur
 Hard Rock, Heavy Metal

Bree wants to inspect Kashmir further.

Bron-Yr-Aur is an instrumental

 

Obtaining lyrics

I made a conscious decision to download the lyrics for the selected albums, manually. This was achieved by googling, finding the correct lyric sheets and then copying and pasting into Microsoft Word. I could have just as easily set up an R script to web-scrape, but I wanted to observe and have full control over the state and structure the lyrics were being stored as and apply some very specific formats, for a reason, which I will explain in the next section.

 

Converting lyric sheets into a useful dataset

For the source dataset we’re creating, we want to maintain the “structural integrity” of the music lyrics as we import them into data frames. This means our dataset looks the same way the lyric sheet looks. We have rows for album title, rows for song titles, rows for each verse and each chorus.

Why?

Music is all about patterns, sequences and time signatures. Lyrics are written differently to many other forms of written communication. Lyrics are also interwoven with sound, else it would be just poetry or a short story. It would be inappropriate at this point to treat the lyrics as one giant “word pool”. We need to maintain hierarchial groupings and identify which lyrics belong with which artist and album. Let’s firstly observe the lyrics in as close to the original structure as they were written.

How do we do this?

Let’s keep the lyric sheets in .docx format for now and check the integrity of the style formats. There’s magic in the little “¶” button on the paragraph menu pane in Microsoft Word.

For each lyric sheet we have, turn on paragraph marks and make the following adjustments:

Each verse and chorus are separated by a paragraph. Individual lines within verses and choruses separated with carriage return (Enter key), with a single space at the end of each line.

Between each style component used, separate these with a single paragraph. Paragraphs will create new rows for our dataset, as will differentiating styles.

Where a song is instrumental, use "[Instrumental]" as a consistent tag across all lyric sheets for ease of flagging these songs for filtering later.

 

 

We can use the officer and qdapTools packages to read in the collection of lyric sheet documents:

# Working with word documents (docx):
# Read in each file and use docx_summary() to map the styles used in each document as records in a dataframe.
# Then apply some common hirarchial groupings: Artist, Album, Track Name, and add in verse line counters.
library(officer)
library(qdapTools)
library(zoo)

doc02 <- read_docx(F("Data/Raw/U2 - The Joshua Tree.docx"))
raw.data02 <- docx_summary(doc02) %>%
  mutate(CATMusicArtist = "U2",
         CATMusicAlbum = "The Joshua Tree",
         CATTrackName = ifelse(style_name == "heading 3", text, "None"),
         CATTrackName = zoo::na.locf(CATTrackName), #fill down track number
         style_name = ifelse(is.na(style_name), "body", style_name)
  ) %>%
  group_by(CATTrackName) %>%
  mutate(NUMTrackLyricLineNumber = sequence(n()) - 1) #using minus 1 so we dont include the main heading

 

Our imported lyric sheet for U2 - The Joshua Tree has now become a nicely structured data frame. Here’s an example of the first four records:

 

Raw dataset for: U2 - The Joshua Tree (first 4 records)
doc_index content_type style_name text level num_id CATMusicArtist CATMusicAlbum CATTrackName NUMTrackLyricLineNumber
1 paragraph heading 1 U2 NA NA U2 The Joshua Tree None 0
2 paragraph heading 2 The Joshua Tree NA NA U2 The Joshua Tree None 1
3 paragraph heading 3 Where the Streets Have No Name NA NA U2 The Joshua Tree Where the Streets Have No Name 0
4 paragraph body I want to run - I want to hide I want to tear down the walls that hold me inside I want to reach out and touch the flame Where the streets have no name NA NA U2 The Joshua Tree Where the Streets Have No Name 1

 

We will repeat the above steps for the other Artists and Albums in our selection and append the datasets together.

Next, we will perform some data checks and cleanup using the QDAP package.

# Using the dataset which contains all raw imported lyric sheets from the previous step:
# Tidy up the track name variable for when we need to use this as a merge key
# Identify the songs which are instrumental. We will filter these out for this analysis.

wrk.01_Data_Prep <- wrk.data %>%
  mutate(BINTrackIsInstrumental = ifelse(style_name == "body" & trimws(text) == "[Instrumental]", 1, 0)) %>%
  mutate(KEYTrackName = toupper(trimws(CATTrackName)))
       
# Use QDAP qview to identify suggestions for tidy up. Results will be written to a text file.
qview(wrk.01_Data_Prep)   
check_text(wrk.01_Data_Prep$text, file=F("Data/Raw/QDAPCheckText_wrk.01_Data_Prep.txt")) 

# Applying QDAP cleanup recommendations
wrk.01_Data_Prep$text <- replace_number(wrk.01_Data_Prep$text, num.paste = TRUE, remove = FALSE)
wrk.01_Data_Prep$text <- incomplete_replace(wrk.01_Data_Prep$text)
wrk.01_Data_Prep$text <- comma_spacer(wrk.01_Data_Prep$text)
wrk.01_Data_Prep$text <- clean(wrk.01_Data_Prep$text)
wrk.01_Data_Prep$text <- scrubber(wrk.01_Data_Prep$text, fix.comma = TRUE, fix.space = TRUE)

 

Additional data: Using the Spotify API

I thought it would be useful to explore alternative sources of data to complement the lyrical dataset we just created. In my exploration, I came across the spotifyr package with more details here. After setting up a Spotify developers account I was able to obtain the necessary “client ID” and “client secret” tokens, and set these as environment variables to use in the spotifyr functions.

 

#devtools::install_github('charlie86/spotifyr')
#install.packages('spotifyr')
library(spotifyr)
# Reference: https://github.com/charlie86/spotifyr

# app name "MusicLyricAnalysis1"
Sys.setenv(SPOTIFY_CLIENT_ID = "ADD TOKEN HERE")
Sys.setenv(SPOTIFY_CLIENT_SECRET = "ADD TOKEN HERE")

access_token <- get_spotify_access_token()

#Extract data from spotify
spotify_df_U2 <- get_artist_audio_features('U2',access_token)
spotify_df_DaftPunk <- get_artist_audio_features('Daft Punk',access_token)
spotify_df_EltonJohn <- get_artist_audio_features('Elton John',access_token)
spotify_df_LedZeppelin <- get_artist_audio_features('Led Zeppelin',access_token)
spotify_df_KillswitchEngage <- get_artist_audio_features('Killswitch Engage',access_token)
spotify_df_IronMaiden <- get_artist_audio_features('Iron Maiden',access_token)

spotify_U2_filtered <- filter(spotify_df_U2, album_name == "The Joshua Tree (Deluxe)") #we have extra live songs
spotify_DaftPunk_filtered <- filter(spotify_df_DaftPunk, album_name == "Discovery")
spotify_EltonJohn_filtered <- filter(spotify_df_EltonJohn, album_name == "Honky Chateau") #no results found
spotify_LedZeppelin_filtered <- filter(spotify_df_LedZeppelin, album_name == "Physical Graffiti")
spotify_KillswitchEngage_filtered <- filter(spotify_df_KillswitchEngage, album_name == "Alive or Just Breathing [Topshelf Edition]")
spotify_IronMaiden_filtered <- filter(spotify_df_IronMaiden, album_name == "Powerslave (1998 Remastered Edition)")

# We can keep these datasets in data frame format for now, dataset size is tiny.
raw.SpotifyArtistList <- list(spotify_U2_filtered, spotify_DaftPunk_filtered, spotify_EltonJohn_filtered,
                              spotify_LedZeppelin_filtered, spotify_KillswitchEngage_filtered, spotify_IronMaiden_filtered)
# Append all above raw datasets together
raw.SpotifyArtistAlbumTrackData <- rbindlist(raw.SpotifyArtistList) %>%
  mutate(KEYTrackName = toupper(trimws(track_name)))

# Save Feather file from 
write_feather(raw.SpotifyArtistAlbumTrackData, F("Data/Raw/raw.SpotifyArtistAlbumTrackData.feather"))

wrk.01_DataPrep_LyricsWithSpotify <- list(wrk.01_Data_Prep, raw.SpotifyArtistAlbumTrackData) %>%
  reduce(left_join, by = c("KEYTrackName" = "KEYTrackName"))

# Save Feather file from 
write_feather(wrk.01_DataPrep_LyricsWithSpotify, F("Data/Processed/wrk.01_DataPrep_LyricsWithSpotify.feather"))

 

Inspecting the Spotify data for the collection of albums:

# Check over the dataset
glimpse(raw.SpotifyArtistAlbumTrackData)
## Observations: 76
## Variables: 24
## $ album_uri          <chr> "2t4UTpa53ALkISHhiKrEtv", "2t4UTpa53ALkISHh...
## $ album_name         <chr> "The Joshua Tree (Deluxe)", "The Joshua Tre...
## $ album_img          <chr> "https://i.scdn.co/image/3dc58a6d1e838ff4d5...
## $ album_release_date <chr> "1987-03-03", "1987-03-03", "1987-03-03", "...
## $ album_release_year <date> 1987-03-03, 1987-03-03, 1987-03-03, 1987-0...
## $ album_popularity   <int> 62, 62, 62, 62, 62, 62, 62, 62, 62, 62, 62,...
## $ track_name         <chr> "Where The Streets Have No Name", "I Still ...
## $ track_uri          <chr> "2IlT1DLSpmmHkHlAeuHMU3", "4GW8K6bDiiJGEgGP...
## $ danceability       <dbl> 0.4950, 0.5660, 0.5430, 0.3360, 0.5270, 0.3...
## $ energy             <dbl> 0.728, 0.783, 0.432, 0.653, 0.189, 0.679, 0...
## $ key                <chr> "D", "C#", "D", "G#", "D", "C", "E", "C", "...
## $ loudness           <dbl> -9.549, -9.412, -11.832, -10.210, -18.605, ...
## $ mode               <chr> "major", "major", "major", "major", "major"...
## $ speechiness        <dbl> 0.0385, 0.0363, 0.0288, 0.0499, 0.0293, 0.0...
## $ acousticness       <dbl> 0.011000, 0.015700, 0.000207, 0.006700, 0.8...
## $ instrumentalness   <dbl> 0.0035300, 0.0030000, 0.3690000, 0.4380000,...
## $ liveness           <dbl> 0.1510, 0.0806, 0.1460, 0.1360, 0.3340, 0.2...
## $ valence            <dbl> 0.2180, 0.5870, 0.1070, 0.4610, 0.2090, 0.3...
## $ tempo              <dbl> 125.810, 100.864, 110.196, 152.308, 94.642,...
## $ duration_ms        <dbl> 337506, 277477, 295516, 271547, 257366, 292...
## $ time_signature     <dbl> 4, 4, 4, 4, 4, 4, 4, 3, 4, 4, 4, 4, 4, 3, 4...
## $ key_mode           <chr> "D major", "C# major", "D major", "G# major...
## $ track_popularity   <int> 39, 41, 68, 34, 34, 33, 33, 31, 32, 29, 29,...
## $ KEYTrackName       <chr> "WHERE THE STREETS HAVE NO NAME", "I STILL ...

After attempting to extract the desired albums from the selected artists, I discovered that not all albums or songs from the albums were available on spotify. For example, Elton John’s Honky Chateau was not available to extract, instead only single tracks were available via a best-of album. For U2’s The Joshua Tree, the original release album is not available, only the deluxe edition which comes with extra live performance tracks. Similar situation for Iron Maiden’s Powerslave.

With this information, I decided that the Spotify data is simply a “nice to have” and will not be entirely useful to this analysis. I would very much have liked for it to cover all artists, all albums and all songs in the collection.

We will leave the spotify variables in the merged dataset, but we won’t use them in this analysis.

 

CheckSpotify <- select(raw.SpotifyArtistAlbumTrackData,album_name, track_name)
checkSpotify_NotMatchingSource <- anti_join(CheckSpotify, wrk.01_Data_Prep, by = c("track_name" = "CATTrackName") ) #all spotify songs not matching our source data
glimpse(select(checkSpotify_NotMatchingSource,album_name, track_name ))
## Observations: 42
## Variables: 2
## $ album_name <chr> "The Joshua Tree (Deluxe)", "The Joshua Tree (Delux...
## $ track_name <chr> "Where The Streets Have No Name", "With Or Without ...

 

Observing the specific and unique nature of music lyrics in a text analysis context

A few things we can observe and acknowledge so far:

 

Variable names and the source dataset

Here is a summary of the source dataset we’ll use for this analysis. It is one row per album track. All lyrics for each track are contained within a single variable TXTAllTrackLyrics. The end of each lyric line is signified with “<br>" tag.

# Create a new dataframe with one row of lyrics for each track (instead of multiple rows per verse/chorus)
wrk.02_TextAnalysis_00 <-  wrk.01_DataPrep_LyricsWithSpotify %>% 
  group_by(CATTrackName) %>% 
  mutate(TXTAllTrackLyrics = paste0(text, sep = "<br>", collapse = " ")) %>%
  mutate(NUMMaxLyricLines = max(as.numeric(NUMTrackLyricLineNumber)))

# Create a dataset with one row per song. One variable & record to hold all lyrics for a song.
wrk.02_TextAnalysis_01 <- wrk.02_TextAnalysis_00 %>%
  filter(style_name == "heading 3")

# lets now remove songs which were purely instrumental only
wrk.02_TextAnalysis_02 <- wrk.02_TextAnalysis_01 %>%
  filter(str_detect(TXTAllTrackLyrics, "Instrumental") == FALSE )

#Summary
glimpse(wrk.02_TextAnalysis_02)
## Observations: 59
## Variables: 37
## $ doc_index               <int> 3, 22, 29, 68, 78, 82, 3, 10, 15, 22, ...
## $ content_type            <chr> "paragraph", "paragraph", "paragraph",...
## $ style_name              <chr> "heading 3", "heading 3", "heading 3",...
## $ text                    <chr> "One More Time", "Digital Love", "Hard...
## $ level                   <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA...
## $ num_id                  <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA...
## $ CATMusicArtist          <chr> "Daft Punk", "Daft Punk", "Daft Punk",...
## $ CATMusicAlbum           <chr> "Discovery", "Discovery", "Discovery",...
## $ CATTrackName            <chr> "One More Time ", "Digital Love ", "Ha...
## $ NUMTrackLyricLineNumber <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...
## $ BINTrackIsInstrumental  <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...
## $ KEYTrackName            <chr> "ONE MORE TIME", "DIGITAL LOVE", "HARD...
## $ album_uri               <chr> "2noRn2Aes5aoNVsU6iWThc", "2noRn2Aes5a...
## $ album_name              <chr> "Discovery", "Discovery", NA, "Discove...
## $ album_img               <chr> "https://i.scdn.co/image/1a9dab25976c7...
## $ album_release_date      <chr> "2001-03-07", "2001-03-07", NA, "2001-...
## $ album_release_year      <date> 2001-03-07, 2001-03-07, NA, 2001-03-0...
## $ album_popularity        <int> 76, 76, NA, 76, 76, 76, 62, 62, 62, 62...
## $ track_name              <chr> "One More Time", "Digital Love", NA, "...
## $ track_uri               <chr> "0DiWol3AO6WpXZgp0goxAV", "2VEZx7NWsZ1...
## $ danceability            <dbl> 0.611, 0.644, NA, 0.875, 0.874, 0.691,...
## $ energy                  <dbl> 0.697, 0.664, NA, 0.475, 0.437, 0.582,...
## $ key                     <chr> "D", "A", NA, "A", "C#", "F", "D", "C#...
## $ loudness                <dbl> -8.618, -8.398, NA, -12.673, -10.234, ...
## $ mode                    <chr> "major", "major", NA, "minor", "minor"...
## $ speechiness             <dbl> 0.1330, 0.0333, NA, 0.0986, 0.0706, 0....
## $ acousticness            <dbl> 0.019300, 0.048100, NA, 0.440000, 0.00...
## $ instrumentalness        <dbl> 0.0000000, 0.8620000, NA, 0.7200000, 0...
## $ liveness                <dbl> 0.3320, 0.3420, NA, 0.0460, 0.0293, 0....
## $ valence                 <dbl> 0.4760, 0.5300, NA, 0.3840, 0.9630, 0....
## $ tempo                   <dbl> 122.752, 124.726, NA, 99.958, 117.790,...
## $ duration_ms             <dbl> 320357, 301373, NA, 232667, 240173, 60...
## $ time_signature          <dbl> 4, 4, NA, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4...
## $ key_mode                <chr> "D major", "A major", NA, "A minor", "...
## $ track_popularity        <int> 75, 63, NA, 67, 60, 52, 39, 41, 68, 34...
## $ TXTAllTrackLyrics       <chr> "One More Time<br> One more time One m...
## $ NUMMaxLyricLines        <dbl> 16, 6, 30, 3, 3, 12, 6, 4, 6, 6, 3, 8,...

From this dataset, the most important variables we will be using frequently will be:

 

2. Manual Data Exploration

a. Creating tokens & Data Wrangling

Our dataset is almost ready for exploration. There’s a few remaining data wrangling steps to complete:

  1. Manually identify any “undesirable words” in the context of lyrics. Sometimes we see markers in the lyric sheets like “chorus”, “repeat x3” etc.
  2. We have the option to remove stop words at this point, although I would like to leave them in for intial exploration and remove them when we begin more detailed text analysis.
  3. Create lyric line tokens, split the lyrics into individual verses.
  4. Create lyric word tokens, split the lyrics into individual words.
  5. Create numeric counter of how many words per song, per album & artist.

 

library(tidytext)

#Identify any specific/customisable words we wish to eliminate later on
undesirable_words <- c("chorus", "lyrics", "verse")

#Create lyric verse tokens using tidytext [dataset will be one row per verse]
lineToken <- wrk.02_TextAnalysis_02 %>%
  ungroup() %>%
  unnest_tokens(line, TXTAllTrackLyrics, token = stringr::str_split, pattern = '<br>') %>% #break the lyrics into verses
  mutate(lineCount = row_number()) #Create a line counter so we know which verse record is which

# Create lyric word tokens and apply tidy text format [dataset will be one row per lyric word]
# We have the option to remove stop words at this point. 
# Selecting not to do this yet, as we wish to visually observe the raw form of the dataset.
wordToken <-  lineToken %>% 
  unnest_tokens(word, line) %>%  #Break the lyrics into individual words
  # anti_join(stop_words) %>% #TM/tidytext removing stop words
  filter(!word %in% undesirable_words) #removing custom configured stop words

# Add in full word counts for each song (non-distinct)
wrk.02_TextAnalysis_03_WordCount <- wordToken %>%
  group_by(CATMusicArtist,CATMusicAlbum, CATTrackName) %>%
  summarise(num_words = n()) %>%
  arrange(desc(num_words))

 

b. Identifying vocal and instrumental songs

We need to identify which songs are instrumental so we can exclude them for this analysis. Not surprisingly, more than half of the songs on Daft Punk’s Discovery are instrumental.

 

Instrumental Songs to Exclude from Analysis
CATMusicArtist CATMusicAlbum CATTrackName
Daft Punk Discovery Aerodynamic
Daft Punk Discovery Crescendolls
Daft Punk Discovery Nightvision
Daft Punk Discovery Superheroes
Daft Punk Discovery High Life
Daft Punk Discovery Voyager
Daft Punk Discovery Veridis Quo
Daft Punk Discovery Short Circuit
Iron Maiden Powerslave Losfer Words (Big ’Orra)
Killswitch Engage Alive or Just Breathing Without A Name
Led Zeppelin Physical Graffiti Bron-Yr-Aur

 

c. Word counts by song & album

With our dataset now ready for exploration, let’s inspect these questions:

We have 59 songs to work with, and Iron Maiden’s Rime of the Ancient Mariner has a very large word count at 650 words, significantly higher than any other song in our dataset.

Could this song’s lyrics skew any subsequent analysis we will be performing?

 

## Observations: 59
## Variables: 4
## $ CATMusicArtist <chr> "Iron Maiden", "Led Zeppelin", "Daft Punk", "Da...
## $ CATMusicAlbum  <chr> "Powerslave", "Physical Graffiti", "Discovery",...
## $ CATTrackName   <chr> "Rime Of The Ancient Mariner", "In My Time Of D...
## $ num_words      <int> 650, 429, 373, 354, 340, 312, 298, 298, 275, 24...
Songs With Highest Total Word Count
CATMusicArtist CATMusicAlbum CATTrackName num_words
Iron Maiden Powerslave Rime Of The Ancient Mariner 650
Led Zeppelin Physical Graffiti In My Time Of Dying 429
Daft Punk Discovery One More Time 373
Daft Punk Discovery Harder, Better, Faster, Stronger 354
Daft Punk Discovery Too Long 340
Iron Maiden Powerslave Two Minutes To Midnight 312
Led Zeppelin Physical Graffiti Black Country Woman 298
Led Zeppelin Physical Graffiti Night Flight 298
Led Zeppelin Physical Graffiti Kashmir 275
U2 The Joshua Tree Bullet the Blue Sky 245
Iron Maiden Powerslave Back In The Village 236
U2 The Joshua Tree Red Hill Mining Town 231
Led Zeppelin Physical Graffiti In The Light 223
Iron Maiden Powerslave Powerslave 222
Led Zeppelin Physical Graffiti Ten Years Gone 222
Led Zeppelin Physical Graffiti Sick Again 220
Led Zeppelin Physical Graffiti The Rover 217
U2 The Joshua Tree One Tree Hill 217
Led Zeppelin Physical Graffiti Trampled Under Foot 205
Elton John Honky Chateau Amy 202
Killswitch Engage Alive or Just Breathing Temple From The Within 199
Elton John Honky Chateau Mona Lisas and Mad Hatters 197
Iron Maiden Powerslave Flash Of The Blade 197
U2 The Joshua Tree Where the Streets Have No Name 196
Iron Maiden Powerslave Aces High 194
U2 The Joshua Tree I Still Haven’t Found What I’m Looking For 193
Iron Maiden Powerslave The Duellists 189
Elton John Honky Chateau Honky Cat 187
Killswitch Engage Alive or Just Breathing Numbered Days 184
U2 The Joshua Tree Running to Stand Still 181
Led Zeppelin Physical Graffiti Down By The Seaside 175
Killswitch Engage Alive or Just Breathing Rise Inside 165
Led Zeppelin Physical Graffiti Custard Pie 164
Elton John Honky Chateau Mellow 162
U2 The Joshua Tree With or Without You 162
Elton John Honky Chateau Rocket Man (I think It’s Going to Be a Long, Long Time) 158
U2 The Joshua Tree Trip Through Your Wires 154
Elton John Honky Chateau Hercules 153
Daft Punk Discovery Digital Love 145
U2 The Joshua Tree Exit 145
U2 The Joshua Tree In God’s Country 141
Elton John Honky Chateau I Think I’m Going to Kill Myself 136
Elton John Honky Chateau Slave 134
Daft Punk Discovery Face To Face 129
Elton John Honky Chateau Susie (Dramas) 129
Led Zeppelin Physical Graffiti The Wanton Song 129
Killswitch Engage Alive or Just Breathing When The Balance Is Broken 127
Killswitch Engage Alive or Just Breathing Vide Infra 125
Killswitch Engage Alive or Just Breathing The Element Of One 122
Daft Punk Discovery Something About Us 100
Killswitch Engage Alive or Just Breathing My Last Serenade 99
Killswitch Engage Alive or Just Breathing Self Revolution 99
Elton John Honky Chateau Salvation 93
Killswitch Engage Alive or Just Breathing Fixation On The Darkness 84
U2 The Joshua Tree Mothers of the Disappeared 80
Led Zeppelin Physical Graffiti Boogie With Stu 79
Killswitch Engage Alive or Just Breathing To The Sons Of Man 72
Killswitch Engage Alive or Just Breathing Just Barely Breathing 67
Killswitch Engage Alive or Just Breathing Life To Lifeless 64

 

While this table shows us the raw individual word counts for each song, it doesn’t clearly illustrate the Artist-Album groupings and total word counts for Artist-Album. Some questions here:

We must be careful here about using total word counts. Considering Daft Punk’s Discovery had many songs excluded due to them being instrumental, there are less songs available to contribute to an overall word count.

 

 

d. Wordclouds

We can visualise the raw word counts using word clouds. The intention here is to get some initial, basic insight as to the common words for each artist & album.

We do need to be careful with the usage and context of these visualisations here because we know some songs were designed for repetition and certain words will dominate for this reason.

For this section we will use the wordcloud package and create some word clouds.

 

Daft Punk - Discovery

U2 - The Joshua Tree

Elton John - Honky Chateau

Led Zeppelin

Killswitch Engage

Iron Maiden

 

e. Lexical diversity (vocabulary)

Time to explore the depth of each song’s lyrical vocabulary, we will refer to this as “lexical diversity”.

A question at this point is: Could the larger the vocabulary for a song (and therefore artist) be an indicator of great story telling?

In calculating the lexical diversity we will:

 

Lexical (Vocabulary) Diversity for Each Artist, Album and Song
CATMusicArtist CATMusicAlbum CATTrackName CATArtistAlbum CATArtistAlbumTrack word_count
Iron Maiden Powerslave Rime Of The Ancient Mariner Iron Maiden - Powerslave Iron Maiden - Powerslave - Rime Of The Ancient Mariner 167
Iron Maiden Powerslave Two Minutes To Midnight Iron Maiden - Powerslave Iron Maiden - Powerslave - Two Minutes To Midnight 85
U2 The Joshua Tree Bullet the Blue Sky U2 - The Joshua Tree U2 - The Joshua Tree - Bullet the Blue Sky 78
Led Zeppelin Physical Graffiti Trampled Under Foot Led Zeppelin - Physical Graffiti Led Zeppelin - Physical Graffiti - Trampled Under Foot 77
Led Zeppelin Physical Graffiti In My Time Of Dying Led Zeppelin - Physical Graffiti Led Zeppelin - Physical Graffiti - In My Time Of Dying 75
Led Zeppelin Physical Graffiti Kashmir Led Zeppelin - Physical Graffiti Led Zeppelin - Physical Graffiti - Kashmir 73
Led Zeppelin Physical Graffiti Night Flight Led Zeppelin - Physical Graffiti Led Zeppelin - Physical Graffiti - Night Flight 65
U2 The Joshua Tree Red Hill Mining Town U2 - The Joshua Tree U2 - The Joshua Tree - Red Hill Mining Town 62
Iron Maiden Powerslave Aces High Iron Maiden - Powerslave Iron Maiden - Powerslave - Aces High 60
Iron Maiden Powerslave Powerslave Iron Maiden - Powerslave Iron Maiden - Powerslave - Powerslave 58
U2 The Joshua Tree One Tree Hill U2 - The Joshua Tree U2 - The Joshua Tree - One Tree Hill 56
Led Zeppelin Physical Graffiti The Rover Led Zeppelin - Physical Graffiti Led Zeppelin - Physical Graffiti - The Rover 56
U2 The Joshua Tree Running to Stand Still U2 - The Joshua Tree U2 - The Joshua Tree - Running to Stand Still 54
Elton John Honky Chateau Hercules Elton John - Honky Chateau Elton John - Honky Chateau - Hercules 52
Iron Maiden Powerslave Back In The Village Iron Maiden - Powerslave Iron Maiden - Powerslave - Back In The Village 52
Elton John Honky Chateau Mellow Elton John - Honky Chateau Elton John - Honky Chateau - Mellow 51
Led Zeppelin Physical Graffiti Sick Again Led Zeppelin - Physical Graffiti Led Zeppelin - Physical Graffiti - Sick Again 51
U2 The Joshua Tree In God’s Country U2 - The Joshua Tree U2 - The Joshua Tree - In God’s Country 49
Elton John Honky Chateau Slave Elton John - Honky Chateau Elton John - Honky Chateau - Slave 49
Iron Maiden Powerslave Flash Of The Blade Iron Maiden - Powerslave Iron Maiden - Powerslave - Flash Of The Blade 49
Iron Maiden Powerslave The Duellists Iron Maiden - Powerslave Iron Maiden - Powerslave - The Duellists 49
Elton John Honky Chateau Honky Cat Elton John - Honky Chateau Elton John - Honky Chateau - Honky Cat 48
Elton John Honky Chateau Amy Elton John - Honky Chateau Elton John - Honky Chateau - Amy 46
Led Zeppelin Physical Graffiti Ten Years Gone Led Zeppelin - Physical Graffiti Led Zeppelin - Physical Graffiti - Ten Years Gone 44
Elton John Honky Chateau Mona Lisas and Mad Hatters Elton John - Honky Chateau Elton John - Honky Chateau - Mona Lisas and Mad Hatters 43
Elton John Honky Chateau Susie (Dramas) Elton John - Honky Chateau Elton John - Honky Chateau - Susie (Dramas) 42
Killswitch Engage Alive or Just Breathing Numbered Days Killswitch Engage - Alive or Just Breathing Killswitch Engage - Alive or Just Breathing - Numbered Days 42
U2 The Joshua Tree Exit U2 - The Joshua Tree U2 - The Joshua Tree - Exit 40
Killswitch Engage Alive or Just Breathing Vide Infra Killswitch Engage - Alive or Just Breathing Killswitch Engage - Alive or Just Breathing - Vide Infra 40
Led Zeppelin Physical Graffiti The Wanton Song Led Zeppelin - Physical Graffiti Led Zeppelin - Physical Graffiti - The Wanton Song 40
U2 The Joshua Tree I Still Haven’t Found What I’m Looking For U2 - The Joshua Tree U2 - The Joshua Tree - I Still Haven’t Found What I’m Looking For 39
Elton John Honky Chateau I Think I’m Going to Kill Myself Elton John - Honky Chateau Elton John - Honky Chateau - I Think I’m Going to Kill Myself 39
U2 The Joshua Tree Trip Through Your Wires U2 - The Joshua Tree U2 - The Joshua Tree - Trip Through Your Wires 37
Led Zeppelin Physical Graffiti Down By The Seaside Led Zeppelin - Physical Graffiti Led Zeppelin - Physical Graffiti - Down By The Seaside 36
Elton John Honky Chateau Rocket Man (I think It’s Going to Be a Long, Long Time) Elton John - Honky Chateau Elton John - Honky Chateau - Rocket Man (I think It’s Going to Be a Long, Long Time) 35
Killswitch Engage Alive or Just Breathing Self Revolution Killswitch Engage - Alive or Just Breathing Killswitch Engage - Alive or Just Breathing - Self Revolution 33
Killswitch Engage Alive or Just Breathing Just Barely Breathing Killswitch Engage - Alive or Just Breathing Killswitch Engage - Alive or Just Breathing - Just Barely Breathing 33
U2 The Joshua Tree Where the Streets Have No Name U2 - The Joshua Tree U2 - The Joshua Tree - Where the Streets Have No Name 31
Led Zeppelin Physical Graffiti In The Light Led Zeppelin - Physical Graffiti Led Zeppelin - Physical Graffiti - In The Light 30
Daft Punk Discovery Face To Face Daft Punk - Discovery Daft Punk - Discovery - Face To Face 29
Killswitch Engage Alive or Just Breathing Temple From The Within Killswitch Engage - Alive or Just Breathing Killswitch Engage - Alive or Just Breathing - Temple From The Within 29
Led Zeppelin Physical Graffiti Custard Pie Led Zeppelin - Physical Graffiti Led Zeppelin - Physical Graffiti - Custard Pie 28
Elton John Honky Chateau Salvation Elton John - Honky Chateau Elton John - Honky Chateau - Salvation 27
Daft Punk Discovery Digital Love Daft Punk - Discovery Daft Punk - Discovery - Digital Love 26
Killswitch Engage Alive or Just Breathing Fixation On The Darkness Killswitch Engage - Alive or Just Breathing Killswitch Engage - Alive or Just Breathing - Fixation On The Darkness 26
U2 The Joshua Tree With or Without You U2 - The Joshua Tree U2 - The Joshua Tree - With or Without You 24
U2 The Joshua Tree Mothers of the Disappeared U2 - The Joshua Tree U2 - The Joshua Tree - Mothers of the Disappeared 24
Killswitch Engage Alive or Just Breathing My Last Serenade Killswitch Engage - Alive or Just Breathing Killswitch Engage - Alive or Just Breathing - My Last Serenade 24
Killswitch Engage Alive or Just Breathing Rise Inside Killswitch Engage - Alive or Just Breathing Killswitch Engage - Alive or Just Breathing - Rise Inside 24
Led Zeppelin Physical Graffiti Black Country Woman Led Zeppelin - Physical Graffiti Led Zeppelin - Physical Graffiti - Black Country Woman 24
Killswitch Engage Alive or Just Breathing Life To Lifeless Killswitch Engage - Alive or Just Breathing Killswitch Engage - Alive or Just Breathing - Life To Lifeless 23
Killswitch Engage Alive or Just Breathing When The Balance Is Broken Killswitch Engage - Alive or Just Breathing Killswitch Engage - Alive or Just Breathing - When The Balance Is Broken 23
Daft Punk Discovery One More Time Daft Punk - Discovery Daft Punk - Discovery - One More Time 20
Killswitch Engage Alive or Just Breathing To The Sons Of Man Killswitch Engage - Alive or Just Breathing Killswitch Engage - Alive or Just Breathing - To The Sons Of Man 20
Led Zeppelin Physical Graffiti Boogie With Stu Led Zeppelin - Physical Graffiti Led Zeppelin - Physical Graffiti - Boogie With Stu 20
Daft Punk Discovery Too Long Daft Punk - Discovery Daft Punk - Discovery - Too Long 18
Killswitch Engage Alive or Just Breathing The Element Of One Killswitch Engage - Alive or Just Breathing Killswitch Engage - Alive or Just Breathing - The Element Of One 15
Daft Punk Discovery Something About Us Daft Punk - Discovery Daft Punk - Discovery - Something About Us 6
Daft Punk Discovery Harder, Better, Faster, Stronger Daft Punk - Discovery Daft Punk - Discovery - Harder, Better, Faster, Stronger 5

It becomes immediately obvious, Iron Maiden’s Powerslave contains a range of more and less lexically dense songs. Iron Maiden’s song “Rime of the Ancient Mariner” is by far an outlier in this visualisation, at 167 distinct words.

On the lower end of the scale, Daft Punk’s Discovery and Killswitch Engage’s Alive or Just Breathing appear to have a smaller vocabulary. Some human experiential insights from these musical compositions suggest that these albums are very engineered for audio and sound experience. Daft Punk’s Discovery could be described as a dance record, while Killswitch Engage’s Alive or Just Breathing may have been designed to get the most out of vocally “growling” lyrics and so careful selection of words to achieve this purpose could be what we are observing in a lower vocabulary range.

In the mid-range of the lexical diversity we see Elton John, Led Zeppelin and U2, perhaps this is where the balance between audio experience and story telling can be observed?

 

f. Song lyrics self-similarity matrices (SongSim) & repetition

We have observed the lexical diversity for our collection of songs. Let’s now take a look at lyrical repetition.

Measuring and observing lyrical (or word) repetition is very relevant for this analysis as our context is music. Repetition can be observed in both instrumental waveforms and in lyrical structure. Ever had a song stuck in your head, repeating over and over?

The challenge here is to identify and use a visualisation which neatly and clearly descibes repetition for our collection of songs.

Enter package songsim.

SongSim uses self-similarity matrices to visualise patterns of repetition in text. Each word (lyric) of a song forms a row and a column of the matrix. The cell at position (x, y) is filled in if the x-th and y-th words of the song are the same. For a more technical explanation check out the package author’s site here.

A self-similarity matrix is used to answer the question “which parts of this text thing are alike?”.

To get started, let’s setup our process flow for SongSim and take a look at Led Zeppelin’s Kashmir.

   

Most of Kashmir has very little repetition. As we progress down the black diagonal line to the bottom right of the square we begin to see some pattern “blobs” coloured in blue, purple and pink, this is attributed to the repeated lyrics:

Ooh, yeah-yeah, ooh, yeah-yeah, when I’m down…

Ooh, yeah-yeah, ooh, yeah-yeah, well I’m down, so down

Ooh, my baby, ooh, my baby, let me take you there

Let me take you there. Let me take you there

The “Colorful” mode of the SongSim matrix plot assigns a unique color to each repeated word (words appearing only once are black). When there are several repeated themes, this can make it easier to distinguish them.

  The SongSim matrices also come with some handy parameters:

We can create songsim matrices for our collection of songs and then compare repetitiveness scores as a method of assessing lyrical repetition (or lyrical density).

 
SongSim Lyrical Repetitiveness for Each Song by Artist
CATArtistAlbumTrack SongSim_Repetition CATMusicArtist CATMusicAlbum CATTrackName
Daft Punk - Discovery - Harder, Better, Faster, Stronger 0.0634957 Daft Punk Discovery Harder, Better, Faster, Stronger
Daft Punk - Discovery - Something About Us 0.0489575 Daft Punk Discovery Something About Us
Iron Maiden - Powerslave - Back In The Village 0.0457772 Iron Maiden Powerslave Back In The Village
Daft Punk - Discovery - Too Long 0.0432286 Daft Punk Discovery Too Long
Led Zeppelin - Physical Graffiti - Sick Again 0.0429902 Led Zeppelin Physical Graffiti Sick Again
Elton John - Honky Chateau - Honky Cat 0.0417600 Elton John Honky Chateau Honky Cat
Led Zeppelin - Physical Graffiti - Down By The Seaside 0.0369105 Led Zeppelin Physical Graffiti Down By The Seaside
Killswitch Engage - Alive or Just Breathing - Self Revolution 0.0361728 Killswitch Engage Alive or Just Breathing Self Revolution
Elton John - Honky Chateau - Rocket Man (I think It’s Going to Be a Long, Long Time) 0.0325780 Elton John Honky Chateau Rocket Man (I think It’s Going to Be a Long, Long Time)
Killswitch Engage - Alive or Just Breathing - Vide Infra 0.0302710 Killswitch Engage Alive or Just Breathing Vide Infra
Elton John - Honky Chateau - Salvation 0.0269681 Elton John Honky Chateau Salvation
Killswitch Engage - Alive or Just Breathing - Life To Lifeless 0.0269405 Killswitch Engage Alive or Just Breathing Life To Lifeless
Killswitch Engage - Alive or Just Breathing - Fixation On The Darkness 0.0269151 Killswitch Engage Alive or Just Breathing Fixation On The Darkness
Killswitch Engage - Alive or Just Breathing - To The Sons Of Man 0.0268527 Killswitch Engage Alive or Just Breathing To The Sons Of Man
Iron Maiden - Powerslave - Two Minutes To Midnight 0.0254488 Iron Maiden Powerslave Two Minutes To Midnight
Iron Maiden - Powerslave - Aces High 0.0253172 Iron Maiden Powerslave Aces High
Led Zeppelin - Physical Graffiti - In My Time Of Dying 0.0252790 Led Zeppelin Physical Graffiti In My Time Of Dying
Led Zeppelin - Physical Graffiti - Kashmir 0.0243534 Led Zeppelin Physical Graffiti Kashmir
Daft Punk - Discovery - Face To Face 0.0234107 Daft Punk Discovery Face To Face
Elton John - Honky Chateau - Mellow 0.0233918 Elton John Honky Chateau Mellow
Led Zeppelin - Physical Graffiti - Black Country Woman 0.0231239 Led Zeppelin Physical Graffiti Black Country Woman
Led Zeppelin - Physical Graffiti - Trampled Under Foot 0.0227379 Led Zeppelin Physical Graffiti Trampled Under Foot
Led Zeppelin - Physical Graffiti - Boogie With Stu 0.0215333 Led Zeppelin Physical Graffiti Boogie With Stu
Led Zeppelin - Physical Graffiti - Ten Years Gone 0.0213926 Led Zeppelin Physical Graffiti Ten Years Gone
Iron Maiden - Powerslave - Flash Of The Blade 0.0206186 Iron Maiden Powerslave Flash Of The Blade
Iron Maiden - Powerslave - Powerslave 0.0203528 Iron Maiden Powerslave Powerslave
Killswitch Engage - Alive or Just Breathing - Numbered Days 0.0200515 Killswitch Engage Alive or Just Breathing Numbered Days
U2 - The Joshua Tree - Running to Stand Still 0.0180901 U2 The Joshua Tree Running to Stand Still
Iron Maiden - Powerslave - The Duellists 0.0178165 Iron Maiden Powerslave The Duellists
Led Zeppelin - Physical Graffiti - Night Flight 0.0171668 Led Zeppelin Physical Graffiti Night Flight
Elton John - Honky Chateau - Slave 0.0167722 Elton John Honky Chateau Slave
Elton John - Honky Chateau - Susie (Dramas) 0.0165969 Elton John Honky Chateau Susie (Dramas)
Elton John - Honky Chateau - Hercules 0.0162281 Elton John Honky Chateau Hercules
Elton John - Honky Chateau - I Think I’m Going to Kill Myself 0.0161111 Elton John Honky Chateau I Think I’m Going to Kill Myself
U2 - The Joshua Tree - Mothers of the Disappeared 0.0157068 U2 The Joshua Tree Mothers of the Disappeared
U2 - The Joshua Tree - Where the Streets Have No Name 0.0156219 U2 The Joshua Tree Where the Streets Have No Name
Killswitch Engage - Alive or Just Breathing - My Last Serenade 0.0153727 Killswitch Engage Alive or Just Breathing My Last Serenade
Led Zeppelin - Physical Graffiti - The Wanton Song 0.0152352 Led Zeppelin Physical Graffiti The Wanton Song
U2 - The Joshua Tree - Trip Through Your Wires 0.0148113 U2 The Joshua Tree Trip Through Your Wires
U2 - The Joshua Tree - Exit 0.0143942 U2 The Joshua Tree Exit
Elton John - Honky Chateau - Mona Lisas and Mad Hatters 0.0142077 Elton John Honky Chateau Mona Lisas and Mad Hatters
Daft Punk - Discovery - One More Time 0.0139860 Daft Punk Discovery One More Time
Killswitch Engage - Alive or Just Breathing - Just Barely Breathing 0.0136160 Killswitch Engage Alive or Just Breathing Just Barely Breathing
U2 - The Joshua Tree - I Still Haven’t Found What I’m Looking For 0.0133322 U2 The Joshua Tree I Still Haven’t Found What I’m Looking For
Led Zeppelin - Physical Graffiti - In The Light 0.0131175 Led Zeppelin Physical Graffiti In The Light
U2 - The Joshua Tree - Red Hill Mining Town 0.0124346 U2 The Joshua Tree Red Hill Mining Town
Led Zeppelin - Physical Graffiti - Custard Pie 0.0123871 Led Zeppelin Physical Graffiti Custard Pie
Led Zeppelin - Physical Graffiti - The Rover 0.0122836 Led Zeppelin Physical Graffiti The Rover
Killswitch Engage - Alive or Just Breathing - The Element Of One 0.0120934 Killswitch Engage Alive or Just Breathing The Element Of One
Daft Punk - Discovery - Digital Love 0.0120635 Daft Punk Discovery Digital Love
Killswitch Engage - Alive or Just Breathing - When The Balance Is Broken 0.0114271 Killswitch Engage Alive or Just Breathing When The Balance Is Broken
U2 - The Joshua Tree - In God’s Country 0.0113985 U2 The Joshua Tree In God’s Country
U2 - The Joshua Tree - With or Without You 0.0107521 U2 The Joshua Tree With or Without You
Iron Maiden - Powerslave - Rime Of The Ancient Mariner 0.0105291 Iron Maiden Powerslave Rime Of The Ancient Mariner
Killswitch Engage - Alive or Just Breathing - Temple From The Within 0.0102710 Killswitch Engage Alive or Just Breathing Temple From The Within
Killswitch Engage - Alive or Just Breathing - Rise Inside 0.0099703 Killswitch Engage Alive or Just Breathing Rise Inside
Elton John - Honky Chateau - Amy 0.0094246 Elton John Honky Chateau Amy
U2 - The Joshua Tree - One Tree Hill 0.0093415 U2 The Joshua Tree One Tree Hill
U2 - The Joshua Tree - Bullet the Blue Sky 0.0087209 U2 The Joshua Tree Bullet the Blue Sky

Is it so surprising to see Daft Punk’s Discovery with the highest average lyrical repetitiveness? Interesting it also has the widest range of repetitiveness.

Curious to observe U2’s The Joshua Tree has the lowest average and the smallest range of lyrical repetitiveness. The grouping of songs appear to be very consistent in terms of lyrical repetition.

So what do all of these songs look like as SongSim matrices? We have an opportunity here to create some “data art”.

Click here to see the SongSim poster we created for the collection of songs in this analysis.

 

Some notable mentions from the “SongSim Matrix Poster”:

This has certainly unconvered some very interesting insights about how the songs in the collection are structured, and maybe even shed some light on the Artist’s preferences toward lyrical song writing.

 

g. Term Frequency Inverse Document Frequency (TF-IDF)

Let’s now address quantifying how important various lyrics (words) are in a song with respect to an album.

The Term Frequency - Inverse Document Frequency (TF-IDF for short), is a measure of:

Term Frequency * Inverse Document Frequency

Multiplied by

With the TF and IDF combined, a word’s (or a lyric’s) importance is adjusted for how rarely it is used. The assumption with TF-IDF is that words that appear more frequently in a document (or a song) should be given a higher weighting, unless the word also appears in many documents (or songs).

For our analysis we can use TF-IDF to identify which words are important to each of the albums in the collection, and compared across albums. We expect the albums to differ in terms of subject/topic, content and sentiment, we therefore expect the frequency of words to differ between albums, the TF-IDF metric will highlight these differences.

So let’s take a look at word importance through the lense of TF-IDF

 

TF, IDF and TF-IDF scores for collection of songs and albums
CATMusicArtist word n tf idf tf_idf
Daft Punk faster 32 0.2461538 1.7917595 0.4410485
Daft Punk harder 32 0.2461538 1.7917595 0.4410485
Daft Punk stronger 32 0.2461538 1.7917595 0.4410485
Iron Maiden ancient 25 0.1655629 1.7917595 0.2966489
Iron Maiden mariner 25 0.1655629 1.7917595 0.2966489
Iron Maiden rime 25 0.1655629 1.7917595 0.2966489
Killswitch Engage temple 11 0.1506849 1.7917595 0.2699912
U2 hill 17 0.1096774 1.7917595 0.1965156
Led Zeppelin dying 23 0.1000000 1.7917595 0.1791759
Killswitch Engage element 7 0.0958904 1.7917595 0.1718126
Iron Maiden village 14 0.0927152 1.7917595 0.1661234
Led Zeppelin foot 21 0.0913043 1.7917595 0.1635954
Led Zeppelin trampled 21 0.0913043 1.7917595 0.1635954
Iron Maiden midnight 13 0.0860927 1.7917595 0.1542574
Iron Maiden minutes 13 0.0860927 1.7917595 0.1542574
Killswitch Engage days 5 0.0684932 1.7917595 0.1227233
Killswitch Engage numbered 5 0.0684932 1.7917595 0.1227233
Elton John it’s 8 0.0661157 1.7917595 0.1184634
Elton John kill 8 0.0661157 1.7917595 0.1184634
Elton John mellow 8 0.0661157 1.7917595 0.1184634
Elton John rocket 8 0.0661157 1.7917595 0.1184634
U2 mining 10 0.0645161 1.7917595 0.1155974
U2 red 10 0.0645161 1.7917595 0.1155974
U2 town 10 0.0645161 1.7917595 0.1155974
Daft Punk digital 8 0.0615385 1.7917595 0.1102621
Daft Punk love 8 0.0615385 1.7917595 0.1102621
U2 god’s 9 0.0580645 1.7917595 0.1040376
Elton John amy 7 0.0578512 1.7917595 0.1036555
Elton John cat 7 0.0578512 1.7917595 0.1036555
Elton John hatters 7 0.0578512 1.7917595 0.1036555
Elton John hercules 7 0.0578512 1.7917595 0.1036555
Elton John honky 7 0.0578512 1.7917595 0.1036555
Elton John lisas 7 0.0578512 1.7917595 0.1036555
Elton John mad 7 0.0578512 1.7917595 0.1036555
Elton John mona 7 0.0578512 1.7917595 0.1036555
Elton John salvation 7 0.0578512 1.7917595 0.1036555
Led Zeppelin kashmir 13 0.0565217 1.7917595 0.1012734
Led Zeppelin seaside 13 0.0565217 1.7917595 0.1012734
Daft Punk time 18 0.1384615 0.6931472 0.0959742
Iron Maiden aces 8 0.0529801 1.7917595 0.0949277
U2 blue 8 0.0516129 1.7917595 0.0924779
U2 bullet 8 0.0516129 1.7917595 0.0924779
U2 sky 8 0.0516129 1.7917595 0.0924779
U2 streets 8 0.0516129 1.7917595 0.0924779
U2 trip 8 0.0516129 1.7917595 0.0924779
U2 wires 8 0.0516129 1.7917595 0.0924779
Led Zeppelin rover 11 0.0478261 1.7917595 0.0856928
Led Zeppelin sick 11 0.0478261 1.7917595 0.0856928
Iron Maiden blade 7 0.0463576 1.7917595 0.0830617
Iron Maiden duellists 7 0.0463576 1.7917595 0.0830617
Iron Maiden flash 7 0.0463576 1.7917595 0.0830617
Iron Maiden powerslave 7 0.0463576 1.7917595 0.0830617
Killswitch Engage balance 3 0.0410959 1.7917595 0.0736340
Killswitch Engage barely 3 0.0410959 1.7917595 0.0736340
Killswitch Engage breathing 3 0.0410959 1.7917595 0.0736340
Killswitch Engage broken 3 0.0410959 1.7917595 0.0736340
Killswitch Engage darkness 3 0.0410959 1.7917595 0.0736340
Killswitch Engage fixation 3 0.0410959 1.7917595 0.0736340
Killswitch Engage infra 3 0.0410959 1.7917595 0.0736340
Killswitch Engage inside 3 0.0410959 1.7917595 0.0736340
Killswitch Engage life 3 0.0410959 1.7917595 0.0736340
Killswitch Engage lifeless 3 0.0410959 1.7917595 0.0736340
Killswitch Engage revolution 3 0.0410959 1.7917595 0.0736340
Killswitch Engage rise 3 0.0410959 1.7917595 0.0736340
Killswitch Engage serenade 3 0.0410959 1.7917595 0.0736340
Killswitch Engage sons 3 0.0410959 1.7917595 0.0736340
Killswitch Engage vide 3 0.0410959 1.7917595 0.0736340
Led Zeppelin flight 9 0.0391304 1.7917595 0.0701123
Led Zeppelin night 9 0.0391304 1.7917595 0.0701123
Led Zeppelin time 23 0.1000000 0.6931472 0.0693147

 

We see lots of familiar lyric words here which we can trace clearly back to individual songs. There are also specific narrative elements for individual songs, like Daft Punk’s “Harder, Better, Faster, Stronger”, we can see almost the entire chorus structure (we do know it’s highly repetitive!). True to the nature of the TF-IDF metric, the words to this song are really only found in this song and very unlikely elsewhere.

Same goes for “rocket” in Elton John’s Rocket Man, “(two) minutes (to) midnight” in Iron Maiden, “numbered days” in Killswitch Engage, “Kashmir” in Led Zeppelin, and “red hill mining town” in U2. These are all curiously exclusive to the songs they are found in.

While this really doesn’t tell us anything new, this can still be useful insight and information to be aware of prior to designing and training any models and exploring topic modelling.

Some questions we can ask before heading into sentiment analysis and machine learning:

  1. Do we need to perform more data preparation?
  2. Stemming: do we need to remove suffixes from words and reduce down to the common word origin? Is it appropriate?
  3. Lemmatization: do we need to remove inflectional endings of words, and return the base or dictionary form of a word (which is known as the lemma)?
  4. Advanved concept in sentiment analysis: Is it appropriate to simply replace some certain words with more frequently used synonyms (semantically similar peers) and/or hypernyms (common parents)? This would be used to address lexicon word matching challenges, between the words in the text versus the lexicon used.
  5. Do we need to construct our own lexicon for the sentiment analysis?

 

3. Sentiment Analysis & Natural Language Processing (NLP)

Sentiment analysis is a type of text mining which aims to determine the opinion and subjectivity of its content. When applied to song lyrics, the results can be representative of the artist’s attitude as well as their influences.

Natural Language Processing (NLP) is another methodology used in mining text. It tries to decipher the ambiguities in written language by tokenization, clustering, extracting entity and word relationships, and using algorithms to identify themes and quantify subjective information. This analysis in earlier sections touched on the basics of NLP, via exploring the lexical complexity of song lyrics (word frequencies, lexical diversity “vocabulary” and lexical density “repetition”).

 

a. NRC Emotional Sentiment

There are different methods which can be used for sentiment analysis. For this analysis we will explore our collection of songs using a predefined lexical dictionary (lexicon) named NRC.

The NRC lexicon assigns words into one or more of ten categories: positive, negative, anger, anticipation, disgust, fear, joy, sadness, surprise, and trust.

We will use the tidytext package and call in the NRC lexicon by using the get_sentiments() function when creating our data frame.

Let’s observe how the NRC lexicon triages our song lyric words into the emotional sentiments.

 

 

This is a very dense visualisation, difficult to distinguise any clear patterns.

Let’s summarise this down to word counts by emotional sentiment.

 

 

So how do these album’s make us feel when we listen to them?

I have always suspected Daft Punk’s Discovery to be jovial and energetic. I am glad to see anticipation, joy and trust rate highly for this album.

Equally for Killswitch Engage’s Alive or Just Breathing, this album tells stories with much sadness, anger and fear. Not very surprising these emotions rate highly for this album.

 

b. NGrams, bi-grams & tri-grams

Earlier in this analysis we explored single word (or unigram) frequency counts. This section is dedicated to exploring what precedes and follows the most common words we have identified in our collection of songs.

We have the option at this point to remove stop words and undesirable words before calculating the bi-grams and tri-grams. For this piece, only the undesirable words have been removed. It would be interesting to observe the “direction” of the song lyrics, are songs written as one person toward another, a group of people, us versus them, collective “we”, directive “you”. Let’s take a look!

 

 

 

The lasting “sentiments” from obseving these bi-grams and tri-grams:

 

c. Bi-gram network analysis

From our Bi-Gram constructs we can create a network graph using the ggraph and igraph packages. We can arrange words into connected nodes, with selected “centring words” at the centres.

From our earlier inspection of unigram word frequencies, the following high-frequency “centering words” have been selected:

"hey","feel","gonna","people","yeah","love","light","time", "life"

Our dataset will be grouped up, to represent all songs, for all artists and albums.

 

This is just a simple network graph to demonstrate the various methods we can use to visualise our song lyric data.

For any songwriter’s out there, perhaps this could be useful in identifying lyric constructs?

 

d. Pair-wise comparisons

Which songs are similar to each other in lyrical content? We can explore this by finding the pairwise correlation of lyric (word) frequencies within each song, using the pairwise_cor() function from the widyr package.

The assumption here is, the higher the correlation factor the higher the similarity between songs.

We will remove stop words for this analysis, to allow us to observe more meaningful results.

 

Pairwise Correlation - Song Links by Words Used
item1 item2 correlation
Mona Lisas and Mad Hatters Down By The Seaside 0.4084525
Down By The Seaside Mona Lisas and Mad Hatters 0.4084525
Something About Us Rise Inside 0.3776516
Rise Inside Something About Us 0.3776516
Boogie With Stu Kashmir 0.3399385
Kashmir Boogie With Stu 0.3399385
Life To Lifeless Something About Us 0.3397106
Something About Us Life To Lifeless 0.3397106
Rise Inside One More Time 0.3026264
One More Time Rise Inside 0.3026264
Exit Where the Streets Have No Name 0.2733509
Where the Streets Have No Name Exit 0.2733509
Ten Years Gone Too Long 0.2690703
Too Long Ten Years Gone 0.2690703
Fixation On The Darkness Something About Us 0.2639465
Something About Us Fixation On The Darkness 0.2639465
Something About Us Numbered Days 0.2612855
Numbered Days Something About Us 0.2612855
Exit Trampled Under Foot 0.2566491
Trampled Under Foot Exit 0.2566491
Rocket Man (I think It’s Going to Be a Long, Long Time) Rise Inside 0.2521002
Rise Inside Rocket Man (I think It’s Going to Be a Long, Long Time) 0.2521002
Rocket Man (I think It’s Going to Be a Long, Long Time) One More Time 0.2508292
One More Time Rocket Man (I think It’s Going to Be a Long, Long Time) 0.2508292
Temple From The Within Something About Us 0.2498714
Something About Us Temple From The Within 0.2498714
Night Flight Custard Pie 0.2419689
Custard Pie Night Flight 0.2419689
Rise Inside Numbered Days 0.2360290
Numbered Days Rise Inside 0.2360290
Where the Streets Have No Name Trampled Under Foot 0.2308482
Trampled Under Foot Where the Streets Have No Name 0.2308482
The Rover Exit 0.2298491
Exit The Rover 0.2298491
Red Hill Mining Town One Tree Hill 0.2219678
One Tree Hill Red Hill Mining Town 0.2219678
In My Time Of Dying Mothers of the Disappeared 0.2186886
Mothers of the Disappeared In My Time Of Dying 0.2186886
Custard Pie Black Country Woman 0.2179815
Black Country Woman Custard Pie 0.2179815
Night Flight Too Long 0.2087329
Too Long Night Flight 0.2087329
Flash Of The Blade Too Long 0.2059935
Too Long Flash Of The Blade 0.2059935
The Wanton Song Too Long 0.1973240
Too Long The Wanton Song 0.1973240
Self Revolution Something About Us 0.1900625
Something About Us Self Revolution 0.1900625
Honky Cat Hercules 0.1840685
Hercules Honky Cat 0.1840685
Mona Lisas and Mad Hatters I Still Haven’t Found What I’m Looking For 0.1840236
I Still Haven’t Found What I’m Looking For Mona Lisas and Mad Hatters 0.1840236
Something About Us One More Time 0.1768529
One More Time Something About Us 0.1768529
Sick Again Kashmir 0.1750713
Kashmir Sick Again 0.1750713
Night Flight Rise Inside 0.1750542
Rise Inside Night Flight 0.1750542
Something About Us Rocket Man (I think It’s Going to Be a Long, Long Time) 0.1730590
Rocket Man (I think It’s Going to Be a Long, Long Time) Something About Us 0.1730590
Digital Love Kashmir 0.1709104
Kashmir Digital Love 0.1709104
Powerslave Numbered Days 0.1669565
Numbered Days Powerslave 0.1669565
Slave Powerslave 0.1667541
Powerslave Slave 0.1667541
Boogie With Stu Black Country Woman 0.1627342
Black Country Woman Boogie With Stu 0.1627342
I Think I’m Going to Kill Myself Something About Us 0.1623354
Something About Us I Think I’m Going to Kill Myself 0.1623354
Life To Lifeless Temple From The Within 0.1622193
Temple From The Within Life To Lifeless 0.1622193
The Rover Ten Years Gone 0.1618805
Ten Years Gone The Rover 0.1618805
The Wanton Song Numbered Days 0.1612898
Numbered Days The Wanton Song 0.1612898
I Think I’m Going to Kill Myself One More Time 0.1595098
One More Time I Think I’m Going to Kill Myself 0.1595098
Trampled Under Foot Black Country Woman 0.1575585
Black Country Woman Trampled Under Foot 0.1575585
One Tree Hill Rime Of The Ancient Mariner 0.1554156
Rime Of The Ancient Mariner One Tree Hill 0.1554156
Life To Lifeless Fixation On The Darkness 0.1539518
Fixation On The Darkness Life To Lifeless 0.1539518
With or Without You Aces High 0.1524416
Aces High With or Without You 0.1524416
Fixation On The Darkness Rise Inside 0.1514740
Rise Inside Fixation On The Darkness 0.1514740
Ten Years Gone Night Flight 0.1500695
Night Flight Ten Years Gone 0.1500695
Salvation In The Light 0.1495222
In The Light Salvation 0.1495222
I Think I’m Going to Kill Myself Rocket Man (I think It’s Going to Be a Long, Long Time) 0.1481195
Rocket Man (I think It’s Going to Be a Long, Long Time) I Think I’m Going to Kill Myself 0.1481195
Ten Years Gone One More Time 0.1458780
One More Time Ten Years Gone 0.1458780
Night Flight Aces High 0.1448718
Aces High Night Flight 0.1448718
Exit Red Hill Mining Town 0.1399891
Red Hill Mining Town Exit 0.1399891
Night Flight In The Light 0.1394618
In The Light Night Flight 0.1394618
My Last Serenade Numbered Days 0.1382022
Numbered Days My Last Serenade 0.1382022
Fixation On The Darkness In The Light 0.1375793
In The Light Fixation On The Darkness 0.1375793
Temple From The Within Too Long 0.1371798
Too Long Temple From The Within 0.1371798
Something About Us Rime Of The Ancient Mariner 0.1371698
Rime Of The Ancient Mariner Something About Us 0.1371698
My Last Serenade Powerslave 0.1363218
Powerslave My Last Serenade 0.1363218
Life To Lifeless Powerslave 0.1355292
Powerslave Life To Lifeless 0.1355292
Ten Years Gone Rise Inside 0.1349751
Rise Inside Ten Years Gone 0.1349751
Life To Lifeless Rime Of The Ancient Mariner 0.1347041
Rime Of The Ancient Mariner Life To Lifeless 0.1347041
Custard Pie Trampled Under Foot 0.1338526
Trampled Under Foot Custard Pie 0.1338526
Digital Love Too Long 0.1304564
Too Long Digital Love 0.1304564
The Wanton Song Rise Inside 0.1302850
Rise Inside The Wanton Song 0.1302850
Slave One More Time 0.1296553
One More Time Slave 0.1296553
Life To Lifeless In The Light 0.1291398
In The Light Life To Lifeless 0.1291398
Amy Where the Streets Have No Name 0.1278101
Where the Streets Have No Name Amy 0.1278101
The Rover Boogie With Stu 0.1266687
Boogie With Stu The Rover 0.1266687
Mellow Too Long 0.1266384
Too Long Mellow 0.1266384
One Tree Hill Down By The Seaside 0.1259314
Down By The Seaside One Tree Hill 0.1259314
I Think I’m Going to Kill Myself Ten Years Gone 0.1258393
Ten Years Gone I Think I’m Going to Kill Myself 0.1258393
Something About Us Mellow 0.1253969
Mellow Something About Us 0.1253969
Ten Years Gone Exit 0.1248239
Exit Ten Years Gone 0.1248239
Salvation Too Long 0.1247943
Too Long Salvation 0.1247943
My Last Serenade Too Long 0.1244946
Too Long My Last Serenade 0.1244946
The Wanton Song Night Flight 0.1238270
Night Flight The Wanton Song 0.1238270
In My Time Of Dying One More Time 0.1237351
One More Time In My Time Of Dying 0.1237351
Ten Years Gone Trampled Under Foot 0.1226904
Trampled Under Foot Ten Years Gone 0.1226904
Sick Again Digital Love 0.1197892
Digital Love Sick Again 0.1197892
Something About Us Powerslave 0.1193343
Powerslave Something About Us 0.1193343
The Wanton Song Ten Years Gone 0.1189626
Ten Years Gone The Wanton Song 0.1189626
Sick Again Boogie With Stu 0.1176981
Boogie With Stu Sick Again 0.1176981
My Last Serenade Slave 0.1154378
Slave My Last Serenade 0.1154378
Digital Love One More Time 0.1136521
One More Time Digital Love 0.1136521
Night Flight Boogie With Stu 0.1132205
Boogie With Stu Night Flight 0.1132205
Digital Love Custard Pie 0.1125432
Custard Pie Digital Love 0.1125432
Rocket Man (I think It’s Going to Be a Long, Long Time) Night Flight 0.1121204
Night Flight Rocket Man (I think It’s Going to Be a Long, Long Time) 0.1121204
With or Without You Red Hill Mining Town 0.1119173
Red Hill Mining Town With or Without You 0.1119173
Ten Years Gone Something About Us 0.1118553
Something About Us Ten Years Gone 0.1118553
I Think I’m Going to Kill Myself Down By The Seaside 0.1114934
Down By The Seaside I Think I’m Going to Kill Myself 0.1114934
Red Hill Mining Town Trampled Under Foot 0.1109118
Trampled Under Foot Red Hill Mining Town 0.1109118
Vide Infra Something About Us 0.1098468
Something About Us Vide Infra 0.1098468
Ten Years Gone Rocket Man (I think It’s Going to Be a Long, Long Time) 0.1090831
Rocket Man (I think It’s Going to Be a Long, Long Time) Ten Years Gone 0.1090831
Fixation On The Darkness Down By The Seaside 0.1087309
Down By The Seaside Fixation On The Darkness 0.1087309
Mellow One More Time 0.1087265
One More Time Mellow 0.1087265
Night Flight In My Time Of Dying 0.1087064
In My Time Of Dying Night Flight 0.1087064
In God’s Country Where the Streets Have No Name 0.1084671
Where the Streets Have No Name In God’s Country 0.1084671
Temple From The Within Rise Inside 0.1076364
Rise Inside Temple From The Within 0.1076364
Just Barely Breathing Mothers of the Disappeared 0.1073681
Mothers of the Disappeared Just Barely Breathing 0.1073681
I Think I’m Going to Kill Myself Custard Pie 0.1073294
Custard Pie I Think I’m Going to Kill Myself 0.1073294
Too Long One More Time 0.1069355
One More Time Too Long 0.1069355
One Tree Hill Running to Stand Still 0.1056063
Running to Stand Still One Tree Hill 0.1056063
The Duellists Rise Inside 0.1049745
Rise Inside The Duellists 0.1049745
To The Sons Of Man The Element Of One 0.1046446
The Element Of One To The Sons Of Man 0.1046446
Hercules Kashmir 0.1042918
Kashmir Hercules 0.1042918
The Wanton Song In God’s Country 0.1042036
In God’s Country The Wanton Song 0.1042036
Ten Years Gone Where the Streets Have No Name 0.1035893
Where the Streets Have No Name Ten Years Gone 0.1035893
Night Flight One More Time 0.1026764
One More Time Night Flight 0.1026764
Rocket Man (I think It’s Going to Be a Long, Long Time) In My Time Of Dying 0.1018161
In My Time Of Dying Rocket Man (I think It’s Going to Be a Long, Long Time) 0.1018161
Red Hill Mining Town Where the Streets Have No Name 0.1009918
Where the Streets Have No Name Red Hill Mining Town 0.1009918
Ten Years Gone Harder, Better, Faster, Stronger 0.1008756
Harder, Better, Faster, Stronger Ten Years Gone 0.1008756
Where the Streets Have No Name Down By The Seaside 0.1004367
Down By The Seaside Where the Streets Have No Name 0.1004367
Night Flight Kashmir 0.1003692
Kashmir Night Flight 0.1003692
Something About Us Exit 0.0999809
Exit Something About Us 0.0999809
Numbered Days One More Time 0.0999477
One More Time Numbered Days 0.0999477
The Rover Numbered Days 0.0988134
Numbered Days The Rover 0.0988134
Night Flight Digital Love 0.0983267
Digital Love Night Flight 0.0983267
Down By The Seaside Rise Inside 0.0982193
Rise Inside Down By The Seaside 0.0982193
Mothers of the Disappeared Bullet the Blue Sky 0.0980964
Bullet the Blue Sky Mothers of the Disappeared 0.0980964
I Still Haven’t Found What I’m Looking For One Tree Hill 0.0978866
One Tree Hill I Still Haven’t Found What I’m Looking For 0.0978866
Mothers of the Disappeared Down By The Seaside 0.0976211
Down By The Seaside Mothers of the Disappeared 0.0976211
Powerslave Aces High 0.0970893
Aces High Powerslave 0.0970893
Sick Again Ten Years Gone 0.0957662
Ten Years Gone Sick Again 0.0957662
Self Revolution Temple From The Within 0.0956687
Temple From The Within Self Revolution 0.0956687
Fixation On The Darkness To The Sons Of Man 0.0954648
To The Sons Of Man Fixation On The Darkness 0.0954648
Ten Years Gone In My Time Of Dying 0.0953499
In My Time Of Dying Ten Years Gone 0.0953499
The Wanton Song Down By The Seaside 0.0953418
Down By The Seaside The Wanton Song 0.0953418
The Wanton Song One Tree Hill 0.0949523
One Tree Hill The Wanton Song 0.0949523
Self Revolution Fixation On The Darkness 0.0949178
Fixation On The Darkness Self Revolution 0.0949178
Something About Us Trampled Under Foot 0.0933753
Trampled Under Foot Something About Us 0.0933753
Night Flight Down By The Seaside 0.0932346
Down By The Seaside Night Flight 0.0932346
Powerslave Harder, Better, Faster, Stronger 0.0929115
Harder, Better, Faster, Stronger Powerslave 0.0929115
Vide Infra Temple From The Within 0.0925075
Temple From The Within Vide Infra 0.0925075
Powerslave Rime Of The Ancient Mariner 0.0923379
Rime Of The Ancient Mariner Powerslave 0.0923379
I Think I’m Going to Kill Myself Kashmir 0.0919634
Kashmir I Think I’m Going to Kill Myself 0.0919634
I Think I’m Going to Kill Myself Rise Inside 0.0919137
Rise Inside I Think I’m Going to Kill Myself 0.0919137
Where the Streets Have No Name Mellow 0.0911723
Mellow Where the Streets Have No Name 0.0911723
Digital Love Mellow 0.0910767
Mellow Digital Love 0.0910767
Mona Lisas and Mad Hatters Digital Love 0.0909889
Digital Love Mona Lisas and Mad Hatters 0.0909889
Something About Us Where the Streets Have No Name 0.0884226
Where the Streets Have No Name Something About Us 0.0884226
Trip Through Your Wires Bullet the Blue Sky 0.0884104
Bullet the Blue Sky Trip Through Your Wires 0.0884104
Exit Mellow 0.0882349
Mellow Exit 0.0882349
Fixation On The Darkness Temple From The Within 0.0877259
Temple From The Within Fixation On The Darkness 0.0877259
In God’s Country One Tree Hill 0.0877150
One Tree Hill In God’s Country 0.0877150
Night Flight Black Country Woman 0.0874281
Black Country Woman Night Flight 0.0874281
The Wanton Song One More Time 0.0873518
One More Time The Wanton Song 0.0873518
Slave Running to Stand Still 0.0873432
Running to Stand Still Slave 0.0873432
Self Revolution Life To Lifeless 0.0865888
Life To Lifeless Self Revolution 0.0865888
One Tree Hill Aces High 0.0864509
Aces High One Tree Hill 0.0864509
Something About Us Night Flight 0.0860520
Night Flight Something About Us 0.0860520
The Wanton Song Temple From The Within 0.0855220
Temple From The Within The Wanton Song 0.0855220
Trampled Under Foot Rise Inside 0.0853139
Rise Inside Trampled Under Foot 0.0853139
Mona Lisas and Mad Hatters In My Time Of Dying 0.0836531
In My Time Of Dying Mona Lisas and Mad Hatters 0.0836531
The Rover In My Time Of Dying 0.0835478
In My Time Of Dying The Rover 0.0835478
The Wanton Song Something About Us 0.0834116
Something About Us The Wanton Song 0.0834116
Slave Red Hill Mining Town 0.0833332
Red Hill Mining Town Slave 0.0833332
Life To Lifeless The Duellists 0.0820753
The Duellists Life To Lifeless 0.0820753
Mona Lisas and Mad Hatters Night Flight 0.0819187
Night Flight Mona Lisas and Mad Hatters 0.0819187
Vide Infra Sick Again 0.0807316
Sick Again Vide Infra 0.0807316
Rocket Man (I think It’s Going to Be a Long, Long Time) Numbered Days 0.0799394
Numbered Days Rocket Man (I think It’s Going to Be a Long, Long Time) 0.0799394
The Rover Where the Streets Have No Name 0.0798522
Where the Streets Have No Name The Rover 0.0798522
Life To Lifeless Numbered Days 0.0796236
Numbered Days Life To Lifeless 0.0796236
My Last Serenade One Tree Hill 0.0792197
One Tree Hill My Last Serenade 0.0792197
In God’s Country Exit 0.0792019
Exit In God’s Country 0.0792019
In The Light Too Long 0.0791215
Too Long In The Light 0.0791215
Susie (Dramas) One Tree Hill 0.0789831
One Tree Hill Susie (Dramas) 0.0789831
Aces High Down By The Seaside 0.0788946
Down By The Seaside Aces High 0.0788946
I Think I’m Going to Kill Myself Night Flight 0.0788659
Night Flight I Think I’m Going to Kill Myself 0.0788659
Kashmir One More Time 0.0786881
One More Time Kashmir 0.0786881
In God’s Country Trampled Under Foot 0.0781734
Trampled Under Foot In God’s Country 0.0781734
In God’s Country Bullet the Blue Sky 0.0781236
Bullet the Blue Sky In God’s Country 0.0781236
Exit Two Minutes To Midnight 0.0779740
Two Minutes To Midnight Exit 0.0779740
I Think I’m Going to Kill Myself Salvation 0.0777642
Salvation I Think I’m Going to Kill Myself 0.0777642
Exit One Tree Hill 0.0774870
One Tree Hill Exit 0.0774870
In God’s Country Down By The Seaside 0.0771354
Down By The Seaside In God’s Country 0.0771354
Honky Cat Mona Lisas and Mad Hatters 0.0765800
Mona Lisas and Mad Hatters Honky Cat 0.0765800
Vide Infra Fixation On The Darkness 0.0760146
Fixation On The Darkness Vide Infra 0.0760146
I Think I’m Going to Kill Myself Two Minutes To Midnight 0.0759181
Two Minutes To Midnight I Think I’m Going to Kill Myself 0.0759181
Custard Pie Kashmir 0.0753865
Kashmir Custard Pie 0.0753865
Mona Lisas and Mad Hatters In The Light 0.0750381
In The Light Mona Lisas and Mad Hatters 0.0750381
Something About Us Hercules 0.0743641
Hercules Something About Us 0.0743641
Ten Years Gone Mellow 0.0742534
Mellow Ten Years Gone 0.0742534
My Last Serenade Temple From The Within 0.0739942
Temple From The Within My Last Serenade 0.0739942
The Rover Mothers of the Disappeared 0.0739004
Mothers of the Disappeared The Rover 0.0739004
Trip Through Your Wires I Still Haven’t Found What I’m Looking For 0.0735926
I Still Haven’t Found What I’m Looking For Trip Through Your Wires 0.0735926
With or Without You The Wanton Song 0.0735512
The Wanton Song With or Without You 0.0735512
Exit Digital Love 0.0733944
Digital Love Exit 0.0733944
In God’s Country Digital Love 0.0733091
Digital Love In God’s Country 0.0733091
The Wanton Song Red Hill Mining Town 0.0728840
Red Hill Mining Town The Wanton Song 0.0728840
Something About Us Down By The Seaside 0.0728742
Down By The Seaside Something About Us 0.0728742
Fixation On The Darkness Numbered Days 0.0728678
Numbered Days Fixation On The Darkness 0.0728678
Exit Too Long 0.0726623
Too Long Exit 0.0726623
Mellow Trampled Under Foot 0.0724203
Trampled Under Foot Mellow 0.0724203
Sick Again Night Flight 0.0722232
Night Flight Sick Again 0.0722232
Sick Again The Element Of One 0.0721443
The Element Of One Sick Again 0.0721443
Fixation On The Darkness Ten Years Gone 0.0716962
Ten Years Gone Fixation On The Darkness 0.0716962
Down By The Seaside Trampled Under Foot 0.0716068
Trampled Under Foot Down By The Seaside 0.0716068
I Think I’m Going to Kill Myself Mona Lisas and Mad Hatters 0.0715062
Mona Lisas and Mad Hatters I Think I’m Going to Kill Myself 0.0715062
Sick Again When The Balance Is Broken 0.0707124
When The Balance Is Broken Sick Again 0.0707124
Red Hill Mining Town Running to Stand Still 0.0702840
Running to Stand Still Red Hill Mining Town 0.0702840
With or Without You Exit 0.0700250
Exit With or Without You 0.0700250
The Wanton Song Mothers of the Disappeared 0.0696166
Mothers of the Disappeared The Wanton Song 0.0696166
Custard Pie Boogie With Stu 0.0693006
Boogie With Stu Custard Pie 0.0693006
Rime Of The Ancient Mariner Numbered Days 0.0688854
Numbered Days Rime Of The Ancient Mariner 0.0688854
The Duellists Flash Of The Blade 0.0688448
Flash Of The Blade The Duellists 0.0688448
Rocket Man (I think It’s Going to Be a Long, Long Time) Custard Pie 0.0687347
Custard Pie Rocket Man (I think It’s Going to Be a Long, Long Time) 0.0687347
Mellow Rise Inside 0.0684738
Rise Inside Mellow 0.0684738
Ten Years Gone Flash Of The Blade 0.0682547
Flash Of The Blade Ten Years Gone 0.0682547
Trampled Under Foot In The Light 0.0682268
In The Light Trampled Under Foot 0.0682268
In My Time Of Dying Rise Inside 0.0680733
Rise Inside In My Time Of Dying 0.0680733
Ten Years Gone Black Country Woman 0.0678561
Black Country Woman Ten Years Gone 0.0678561
Red Hill Mining Town Bullet the Blue Sky 0.0669691
Bullet the Blue Sky Red Hill Mining Town 0.0669691
Digital Love Rise Inside 0.0666314
Rise Inside Digital Love 0.0666314
The Wanton Song Rocket Man (I think It’s Going to Be a Long, Long Time) 0.0664779
Rocket Man (I think It’s Going to Be a Long, Long Time) The Wanton Song 0.0664779
The Rover Rise Inside 0.0658044
Rise Inside The Rover 0.0658044
The Wanton Song The Element Of One 0.0646836
The Element Of One The Wanton Song 0.0646836
Rocket Man (I think It’s Going to Be a Long, Long Time) Harder, Better, Faster, Stronger 0.0645464
Harder, Better, Faster, Stronger Rocket Man (I think It’s Going to Be a Long, Long Time) 0.0645464
My Last Serenade Rise Inside 0.0644672
Rise Inside My Last Serenade 0.0644672
Where the Streets Have No Name Too Long 0.0644339
Too Long Where the Streets Have No Name 0.0644339
Mona Lisas and Mad Hatters In God’s Country 0.0639451
In God’s Country Mona Lisas and Mad Hatters 0.0639451
Fixation On The Darkness Night Flight 0.0637429
Night Flight Fixation On The Darkness 0.0637429
Slave Trampled Under Foot 0.0635522
Trampled Under Foot Slave 0.0635522
Vide Infra Life To Lifeless 0.0634929
Life To Lifeless Vide Infra 0.0634929
In My Time Of Dying Down By The Seaside 0.0632933
Down By The Seaside In My Time Of Dying 0.0632933
Ten Years Gone Salvation 0.0629963
Salvation Ten Years Gone 0.0629963
I Still Haven’t Found What I’m Looking For Down By The Seaside 0.0627630
Down By The Seaside I Still Haven’t Found What I’m Looking For 0.0627630
I Think I’m Going to Kill Myself Numbered Days 0.0624295
Numbered Days I Think I’m Going to Kill Myself 0.0624295
The Wanton Song Digital Love 0.0623815
Digital Love The Wanton Song 0.0623815
Just Barely Breathing The Element Of One 0.0623747
The Element Of One Just Barely Breathing 0.0623747
Where the Streets Have No Name Rise Inside 0.0622270
Rise Inside Where the Streets Have No Name 0.0622270
With or Without You Ten Years Gone 0.0617522
Ten Years Gone With or Without You 0.0617522
Sick Again Running to Stand Still 0.0617302
Running to Stand Still Sick Again 0.0617302
With or Without You Sick Again 0.0612648
Sick Again With or Without You 0.0612648
Temple From The Within Mothers of the Disappeared 0.0611932
Mothers of the Disappeared Temple From The Within 0.0611932
My Last Serenade Fixation On The Darkness 0.0609310
Fixation On The Darkness My Last Serenade 0.0609310
Rime Of The Ancient Mariner In The Light 0.0608119
In The Light Rime Of The Ancient Mariner 0.0608119
Salvation Rocket Man (I think It’s Going to Be a Long, Long Time) 0.0606061
Rocket Man (I think It’s Going to Be a Long, Long Time) Salvation 0.0606061
I Think I’m Going to Kill Myself Boogie With Stu 0.0601246
Boogie With Stu I Think I’m Going to Kill Myself 0.0601246
Kashmir In The Light 0.0598859
In The Light Kashmir 0.0598859
Down By The Seaside One More Time 0.0597224
One More Time Down By The Seaside 0.0597224
Something About Us In The Light 0.0595522
In The Light Something About Us 0.0595522
Sick Again Hercules 0.0594109
Hercules Sick Again 0.0594109
The Wanton Song I Still Haven’t Found What I’m Looking For 0.0587732
I Still Haven’t Found What I’m Looking For The Wanton Song 0.0587732
Fixation On The Darkness Mona Lisas and Mad Hatters 0.0587717
Mona Lisas and Mad Hatters Fixation On The Darkness 0.0587717
Fixation On The Darkness Two Minutes To Midnight 0.0580793
Two Minutes To Midnight Fixation On The Darkness 0.0580793
Sick Again Bullet the Blue Sky 0.0580549
Bullet the Blue Sky Sick Again 0.0580549
Ten Years Gone Kashmir 0.0572837
Kashmir Ten Years Gone 0.0572837
Salvation Exit 0.0568698
Exit Salvation 0.0568698
With or Without You Powerslave 0.0566717
Powerslave With or Without You 0.0566717
Down By The Seaside Running to Stand Still 0.0566106
Running to Stand Still Down By The Seaside 0.0566106
The Rover Something About Us 0.0565424
Something About Us The Rover 0.0565424
In God’s Country Red Hill Mining Town 0.0562035
Red Hill Mining Town In God’s Country 0.0562035
One Tree Hill Kashmir 0.0560351
Kashmir One Tree Hill 0.0560351
Slave One Tree Hill 0.0559006
One Tree Hill Slave 0.0559006
Ten Years Gone One Tree Hill 0.0558959
One Tree Hill Ten Years Gone 0.0558959
Something About Us Digital Love 0.0557862
Digital Love Something About Us 0.0557862
Something About Us The Duellists 0.0557771
The Duellists Something About Us 0.0557771
Ten Years Gone Boogie With Stu 0.0556212
Boogie With Stu Ten Years Gone 0.0556212
I Think I’m Going to Kill Myself In My Time Of Dying 0.0553774
In My Time Of Dying I Think I’m Going to Kill Myself 0.0553774
Susie (Dramas) Something About Us 0.0546814
Something About Us Susie (Dramas) 0.0546814
I Think I’m Going to Kill Myself Fixation On The Darkness 0.0546329
Fixation On The Darkness I Think I’m Going to Kill Myself 0.0546329
Slave Rise Inside 0.0544163
Rise Inside Slave 0.0544163
Sick Again In God’s Country 0.0544149
In God’s Country Sick Again 0.0544149
With or Without You Harder, Better, Faster, Stronger 0.0543503
Harder, Better, Faster, Stronger With or Without You 0.0543503
The Wanton Song Slave 0.0543318
Slave The Wanton Song 0.0543318
Kashmir Running to Stand Still 0.0542376
Running to Stand Still Kashmir 0.0542376
Red Hill Mining Town Down By The Seaside 0.0540115
Down By The Seaside Red Hill Mining Town 0.0540115
Digital Love Trampled Under Foot 0.0538766
Trampled Under Foot Digital Love 0.0538766
With or Without You Salvation 0.0537916
Salvation With or Without You 0.0537916
Powerslave Down By The Seaside 0.0537189
Down By The Seaside Powerslave 0.0537189
In God’s Country Trip Through Your Wires 0.0535217
Trip Through Your Wires In God’s Country 0.0535217
In God’s Country I Still Haven’t Found What I’m Looking For 0.0532570
I Still Haven’t Found What I’m Looking For In God’s Country 0.0532570
Vide Infra The Element Of One 0.0531819
The Element Of One Vide Infra 0.0531819
The Wanton Song In My Time Of Dying 0.0531798
In My Time Of Dying The Wanton Song 0.0531798
Mothers of the Disappeared Two Minutes To Midnight 0.0530368
Two Minutes To Midnight Mothers of the Disappeared 0.0530368
Night Flight Trampled Under Foot 0.0529291
Trampled Under Foot Night Flight 0.0529291
Susie (Dramas) Rise Inside 0.0524900
Rise Inside Susie (Dramas) 0.0524900
Salvation Night Flight 0.0524689
Night Flight Salvation 0.0524689
Ten Years Gone Digital Love 0.0522437
Digital Love Ten Years Gone 0.0522437
Temple From The Within Rime Of The Ancient Mariner 0.0522243
Rime Of The Ancient Mariner Temple From The Within 0.0522243
Where the Streets Have No Name Running to Stand Still 0.0519761
Running to Stand Still Where the Streets Have No Name 0.0519761
Something About Us In My Time Of Dying 0.0518023
In My Time Of Dying Something About Us 0.0518023
To The Sons Of Man Where the Streets Have No Name 0.0517469
Where the Streets Have No Name To The Sons Of Man 0.0517469
Honky Cat I Still Haven’t Found What I’m Looking For 0.0516161
I Still Haven’t Found What I’m Looking For Honky Cat 0.0516161
Self Revolution Rise Inside 0.0512997
Rise Inside Self Revolution 0.0512997
Fixation On The Darkness One More Time 0.0512246
One More Time Fixation On The Darkness 0.0512246
Just Barely Breathing Bullet the Blue Sky 0.0508468
Bullet the Blue Sky Just Barely Breathing 0.0508468
Mothers of the Disappeared Numbered Days 0.0508230
Numbered Days Mothers of the Disappeared 0.0508230
The Wanton Song Aces High 0.0504939
Aces High The Wanton Song 0.0504939
Slave Exit 0.0504611
Exit Slave 0.0504611
Just Barely Breathing The Wanton Song 0.0504271
The Wanton Song Just Barely Breathing 0.0504271
Mona Lisas and Mad Hatters Mothers of the Disappeared 0.0497386
Mothers of the Disappeared Mona Lisas and Mad Hatters 0.0497386
Temple From The Within Numbered Days 0.0495884
Numbered Days Temple From The Within 0.0495884
Exit Rise Inside 0.0495272
Rise Inside Exit 0.0495272
Ten Years Gone In The Light 0.0494356
In The Light Ten Years Gone 0.0494356
Slave The Duellists 0.0493738
The Duellists Slave 0.0493738
Exit Black Country Woman 0.0491906
Black Country Woman Exit 0.0491906
Sick Again Custard Pie 0.0491159
Custard Pie Sick Again 0.0491159
Rime Of The Ancient Mariner Running to Stand Still 0.0489995
Running to Stand Still Rime Of The Ancient Mariner 0.0489995
Where the Streets Have No Name Bullet the Blue Sky 0.0489385
Bullet the Blue Sky Where the Streets Have No Name 0.0489385
Sick Again Salvation 0.0488420
Salvation Sick Again 0.0488420
With or Without You Temple From The Within 0.0486193
Temple From The Within With or Without You 0.0486193
The Wanton Song Exit 0.0485990
Exit The Wanton Song 0.0485990
I Still Haven’t Found What I’m Looking For Bullet the Blue Sky 0.0481046
Bullet the Blue Sky I Still Haven’t Found What I’m Looking For 0.0481046
Susie (Dramas) Hercules 0.0478782
Hercules Susie (Dramas) 0.0478782
Vide Infra Self Revolution 0.0478738
Self Revolution Vide Infra 0.0478738
I Still Haven’t Found What I’m Looking For Where the Streets Have No Name 0.0475085
Where the Streets Have No Name I Still Haven’t Found What I’m Looking For 0.0475085
Amy Trampled Under Foot 0.0473119
Trampled Under Foot Amy 0.0473119
Honky Cat Rocket Man (I think It’s Going to Be a Long, Long Time) 0.0473068
Rocket Man (I think It’s Going to Be a Long, Long Time) Honky Cat 0.0473068
One Tree Hill Bullet the Blue Sky 0.0473022
Bullet the Blue Sky One Tree Hill 0.0473022
With or Without You Too Long 0.0472485
Too Long With or Without You 0.0472485
Salvation Trip Through Your Wires 0.0472467
Trip Through Your Wires Salvation 0.0472467
I Think I’m Going to Kill Myself Honky Cat 0.0470605
Honky Cat I Think I’m Going to Kill Myself 0.0470605
Vide Infra Black Country Woman 0.0467867
Black Country Woman Vide Infra 0.0467867
My Last Serenade Exit 0.0467262
Exit My Last Serenade 0.0467262
Red Hill Mining Town Boogie With Stu 0.0461273
Boogie With Stu Red Hill Mining Town 0.0461273
The Wanton Song My Last Serenade 0.0460199
My Last Serenade The Wanton Song 0.0460199
In God’s Country Aces High 0.0459584
Aces High In God’s Country 0.0459584
Powerslave Red Hill Mining Town 0.0459501
Red Hill Mining Town Powerslave 0.0459501
I Still Haven’t Found What I’m Looking For Aces High 0.0459026
Aces High I Still Haven’t Found What I’m Looking For 0.0459026
Custard Pie One More Time 0.0458673
One More Time Custard Pie 0.0458673
Where the Streets Have No Name One Tree Hill 0.0458138
One Tree Hill Where the Streets Have No Name 0.0458138
Slave Where the Streets Have No Name 0.0457477
Where the Streets Have No Name Slave 0.0457477
In God’s Country Rime Of The Ancient Mariner 0.0453383
Rime Of The Ancient Mariner In God’s Country 0.0453383
The Wanton Song The Rover 0.0451524
The Rover The Wanton Song 0.0451524
The Rover Red Hill Mining Town 0.0451056
Red Hill Mining Town The Rover 0.0451056
In My Time Of Dying Where the Streets Have No Name 0.0450169
Where the Streets Have No Name In My Time Of Dying 0.0450169
Amy Down By The Seaside 0.0449261
Down By The Seaside Amy 0.0449261
The Wanton Song Salvation 0.0442600
Salvation The Wanton Song 0.0442600
Self Revolution The Element Of One 0.0440738
The Element Of One Self Revolution 0.0440738
Red Hill Mining Town Mellow 0.0438497
Mellow Red Hill Mining Town 0.0438497
Mothers of the Disappeared Rime Of The Ancient Mariner 0.0435941
Rime Of The Ancient Mariner Mothers of the Disappeared 0.0435941
Bullet the Blue Sky Too Long 0.0435147
Too Long Bullet the Blue Sky 0.0435147
Just Barely Breathing In God’s Country 0.0432743
In God’s Country Just Barely Breathing 0.0432743
The Element Of One Temple From The Within 0.0432059
Temple From The Within The Element Of One 0.0432059
Hercules Digital Love 0.0431464
Digital Love Hercules 0.0431464
The Wanton Song Mellow 0.0430309
Mellow The Wanton Song 0.0430309
Mona Lisas and Mad Hatters Bullet the Blue Sky 0.0429743
Bullet the Blue Sky Mona Lisas and Mad Hatters 0.0429743
Sick Again I Think I’m Going to Kill Myself 0.0425275
I Think I’m Going to Kill Myself Sick Again 0.0425275
Digital Love Where the Streets Have No Name 0.0424218
Where the Streets Have No Name Digital Love 0.0424218
Kashmir Rise Inside 0.0423107
Rise Inside Kashmir 0.0423107
The Wanton Song Running to Stand Still 0.0421088
Running to Stand Still The Wanton Song 0.0421088
Sick Again One More Time 0.0420707
One More Time Sick Again 0.0420707
One Tree Hill Numbered Days 0.0417308
Numbered Days One Tree Hill 0.0417308
Trip Through Your Wires Where the Streets Have No Name 0.0416047
Where the Streets Have No Name Trip Through Your Wires 0.0416047
Vide Infra When The Balance Is Broken 0.0416012
When The Balance Is Broken Vide Infra 0.0416012
Life To Lifeless I Think I’m Going to Kill Myself 0.0414066
I Think I’m Going to Kill Myself Life To Lifeless 0.0414066
Exit Amy 0.0413781
Amy Exit 0.0413781
Rocket Man (I think It’s Going to Be a Long, Long Time) Digital Love 0.0412520
Digital Love Rocket Man (I think It’s Going to Be a Long, Long Time) 0.0412520
Fixation On The Darkness Powerslave 0.0412048
Powerslave Fixation On The Darkness 0.0412048
Salvation One More Time 0.0411241
One More Time Salvation 0.0411241
Vide Infra Digital Love 0.0409484
Digital Love Vide Infra 0.0409484
The Wanton Song Fixation On The Darkness 0.0407137
Fixation On The Darkness The Wanton Song 0.0407137
Slave In My Time Of Dying 0.0405785
In My Time Of Dying Slave 0.0405785
Self Revolution Mellow 0.0400895
Mellow Self Revolution 0.0400895
Ten Years Gone In God’s Country 0.0398882
In God’s Country Ten Years Gone 0.0398882
Honky Cat Susie (Dramas) 0.0398043
Susie (Dramas) Honky Cat 0.0398043
One Tree Hill Trampled Under Foot 0.0397573
Trampled Under Foot One Tree Hill 0.0397573
Trampled Under Foot One More Time 0.0396449
One More Time Trampled Under Foot 0.0396449
The Wanton Song To The Sons Of Man 0.0395205
To The Sons Of Man The Wanton Song 0.0395205
Life To Lifeless Rise Inside 0.0394099
Rise Inside Life To Lifeless 0.0394099
Self Revolution Numbered Days 0.0390667
Numbered Days Self Revolution 0.0390667
I Think I’m Going to Kill Myself Powerslave 0.0389738
Powerslave I Think I’m Going to Kill Myself 0.0389738
Ten Years Gone Numbered Days 0.0389200
Numbered Days Ten Years Gone 0.0389200
Honky Cat In My Time Of Dying 0.0388528
In My Time Of Dying Honky Cat 0.0388528
Where the Streets Have No Name Black Country Woman 0.0387095
Black Country Woman Where the Streets Have No Name 0.0387095
In My Time Of Dying Numbered Days 0.0387045
Numbered Days In My Time Of Dying 0.0387045
The Rover Salvation 0.0386172
Salvation The Rover 0.0386172
In My Time Of Dying Mellow 0.0385113
Mellow In My Time Of Dying 0.0385113
The Wanton Song Flash Of The Blade 0.0384656
Flash Of The Blade The Wanton Song 0.0384656
My Last Serenade The Duellists 0.0382761
The Duellists My Last Serenade 0.0382761
Night Flight Numbered Days 0.0382193
Numbered Days Night Flight 0.0382193
Down By The Seaside Numbered Days 0.0382072
Numbered Days Down By The Seaside 0.0382072
My Last Serenade Aces High 0.0382018
Aces High My Last Serenade 0.0382018
When The Balance Is Broken The Element Of One 0.0379761
The Element Of One When The Balance Is Broken 0.0379761
The Rover Trampled Under Foot 0.0376723
Trampled Under Foot The Rover 0.0376723
Red Hill Mining Town Custard Pie 0.0374913
Custard Pie Red Hill Mining Town 0.0374913
In My Time Of Dying Custard Pie 0.0370931
Custard Pie In My Time Of Dying 0.0370931
The Duellists Mellow 0.0369969
Mellow The Duellists 0.0369969
The Rover Mellow 0.0366067
Mellow The Rover 0.0366067
Boogie With Stu In The Light 0.0366058
In The Light Boogie With Stu 0.0366058
Mona Lisas and Mad Hatters Custard Pie 0.0365808
Custard Pie Mona Lisas and Mad Hatters 0.0365808
Rocket Man (I think It’s Going to Be a Long, Long Time) Down By The Seaside 0.0365571
Down By The Seaside Rocket Man (I think It’s Going to Be a Long, Long Time) 0.0365571
Ten Years Gone Custard Pie 0.0363712
Custard Pie Ten Years Gone 0.0363712
To The Sons Of Man Kashmir 0.0363557
Kashmir To The Sons Of Man 0.0363557
Sick Again Trampled Under Foot 0.0363301
Trampled Under Foot Sick Again 0.0363301
Sick Again Honky Cat 0.0362934
Honky Cat Sick Again 0.0362934
Powerslave The Duellists 0.0361003
The Duellists Powerslave 0.0361003
The Rover Mona Lisas and Mad Hatters 0.0359963
Mona Lisas and Mad Hatters The Rover 0.0359963
Ten Years Gone Down By The Seaside 0.0358957
Down By The Seaside Ten Years Gone 0.0358957
When The Balance Is Broken Running to Stand Still 0.0358935
Running to Stand Still When The Balance Is Broken 0.0358935
Trip Through Your Wires Too Long 0.0356609
Too Long Trip Through Your Wires 0.0356609
Just Barely Breathing With or Without You 0.0356544
With or Without You Just Barely Breathing 0.0356544
The Wanton Song Powerslave 0.0356237
Powerslave The Wanton Song 0.0356237
The Rover One More Time 0.0355409
One More Time The Rover 0.0355409
Face To Face Salvation 0.0355244
Salvation Face To Face 0.0355244
Vide Infra Numbered Days 0.0354494
Numbered Days Vide Infra 0.0354494
Powerslave Flash Of The Blade 0.0354337
Flash Of The Blade Powerslave 0.0354337
Fixation On The Darkness The Element Of One 0.0353627
The Element Of One Fixation On The Darkness 0.0353627
Boogie With Stu One More Time 0.0351300
One More Time Boogie With Stu 0.0351300
Honky Cat One More Time 0.0351236
One More Time Honky Cat 0.0351236
Just Barely Breathing Sick Again 0.0350893
Sick Again Just Barely Breathing 0.0350893
Mothers of the Disappeared Custard Pie 0.0346266
Custard Pie Mothers of the Disappeared 0.0346266
To The Sons Of Man Red Hill Mining Town 0.0345586
Red Hill Mining Town To The Sons Of Man 0.0345586
Slave Amy 0.0343870
Amy Slave 0.0343870
Vide Infra In God’s Country 0.0340487
In God’s Country Vide Infra 0.0340487
Face To Face Black Country Woman 0.0339904
Black Country Woman Face To Face 0.0339904
Susie (Dramas) One More Time 0.0339041
One More Time Susie (Dramas) 0.0339041
Honky Cat One Tree Hill 0.0338892
One Tree Hill Honky Cat 0.0338892
Amy One Tree Hill 0.0337984
One Tree Hill Amy 0.0337984
Temple From The Within Slave 0.0337788
Slave Temple From The Within 0.0337788
When The Balance Is Broken Temple From The Within 0.0337536
Temple From The Within When The Balance Is Broken 0.0337536
With or Without You Kashmir 0.0336626
Kashmir With or Without You 0.0336626
Night Flight Exit 0.0336189
Exit Night Flight 0.0336189
Night Flight Flash Of The Blade 0.0335157
Flash Of The Blade Night Flight 0.0335157
Face To Face Ten Years Gone 0.0334638
Ten Years Gone Face To Face 0.0334638
Sick Again Life To Lifeless 0.0331501
Life To Lifeless Sick Again 0.0331501
Temple From The Within Powerslave 0.0328547
Powerslave Temple From The Within 0.0328547
Temple From The Within Night Flight 0.0324651
Night Flight Temple From The Within 0.0324651
Honky Cat Red Hill Mining Town 0.0324512
Red Hill Mining Town Honky Cat 0.0324512
Life To Lifeless Two Minutes To Midnight 0.0324338
Two Minutes To Midnight Life To Lifeless 0.0324338
Sick Again Rime Of The Ancient Mariner 0.0323229
Rime Of The Ancient Mariner Sick Again 0.0323229
Vide Infra Running to Stand Still 0.0322851
Running to Stand Still Vide Infra 0.0322851
Mona Lisas and Mad Hatters One Tree Hill 0.0322789
One Tree Hill Mona Lisas and Mad Hatters 0.0322789
Just Barely Breathing In My Time Of Dying 0.0316712
In My Time Of Dying Just Barely Breathing 0.0316712
Vide Infra Hercules 0.0316110
Hercules Vide Infra 0.0316110
With or Without You The Rover 0.0315060
The Rover With or Without You 0.0315060
I Think I’m Going to Kill Myself Aces High 0.0314779
Aces High I Think I’m Going to Kill Myself 0.0314779
In God’s Country Mothers of the Disappeared 0.0314138
Mothers of the Disappeared In God’s Country 0.0314138
My Last Serenade Down By The Seaside 0.0310051
Down By The Seaside My Last Serenade 0.0310051
Vide Infra To The Sons Of Man 0.0310036
To The Sons Of Man Vide Infra 0.0310036
I Still Haven’t Found What I’m Looking For Amy 0.0307460
Amy I Still Haven’t Found What I’m Looking For 0.0307460
Ten Years Gone Red Hill Mining Town 0.0305317
Red Hill Mining Town Ten Years Gone 0.0305317
Slave Rime Of The Ancient Mariner 0.0304473
Rime Of The Ancient Mariner Slave 0.0304473
Rise Inside Two Minutes To Midnight 0.0304064
Two Minutes To Midnight Rise Inside 0.0304064
Trip Through Your Wires The Duellists 0.0303226
The Duellists Trip Through Your Wires 0.0303226
The Element Of One One Tree Hill 0.0302061
One Tree Hill The Element Of One 0.0302061
I Think I’m Going to Kill Myself Back In The Village 0.0301868
Back In The Village I Think I’m Going to Kill Myself 0.0301868
Powerslave Night Flight 0.0301769
Night Flight Powerslave 0.0301769
Just Barely Breathing Numbered Days 0.0301216
Numbered Days Just Barely Breathing 0.0301216
Vide Infra Kashmir 0.0300349
Kashmir Vide Infra 0.0300349
Sick Again Slave 0.0297595
Slave Sick Again 0.0297595
Slave Salvation 0.0297538
Salvation Slave 0.0297538
In God’s Country Running to Stand Still 0.0296843
Running to Stand Still In God’s Country 0.0296843
The Duellists Night Flight 0.0296720
Night Flight The Duellists 0.0296720
Just Barely Breathing Rime Of The Ancient Mariner 0.0296360
Rime Of The Ancient Mariner Just Barely Breathing 0.0296360
Kashmir Black Country Woman 0.0295665
Black Country Woman Kashmir 0.0295665
The Wanton Song Sick Again 0.0295405
Sick Again The Wanton Song 0.0295405
Something About Us Red Hill Mining Town 0.0295007
Red Hill Mining Town Something About Us 0.0295007
Slave Too Long 0.0293739
Too Long Slave 0.0293739
Red Hill Mining Town Aces High 0.0293253
Aces High Red Hill Mining Town 0.0293253
Vide Infra Powerslave 0.0292123
Powerslave Vide Infra 0.0292123
Digital Love Numbered Days 0.0291720
Numbered Days Digital Love 0.0291720
To The Sons Of Man Rise Inside 0.0291544
Rise Inside To The Sons Of Man 0.0291544
Digital Love Harder, Better, Faster, Stronger 0.0290855
Harder, Better, Faster, Stronger Digital Love 0.0290855
Slave Mothers of the Disappeared 0.0288956
Mothers of the Disappeared Slave 0.0288956
In My Time Of Dying Flash Of The Blade 0.0288857
Flash Of The Blade In My Time Of Dying 0.0288857
Mellow Down By The Seaside 0.0288367
Down By The Seaside Mellow 0.0288367
Night Flight Mellow 0.0288073
Mellow Night Flight 0.0288073
To The Sons Of Man Numbered Days 0.0288000
Numbered Days To The Sons Of Man 0.0288000
In My Time Of Dying Digital Love 0.0287825
Digital Love In My Time Of Dying 0.0287825
Exit Mothers of the Disappeared 0.0287165
Mothers of the Disappeared Exit 0.0287165
Aces High Rise Inside 0.0286757
Rise Inside Aces High 0.0286757
Vide Infra With or Without You 0.0283598
With or Without You Vide Infra 0.0283598
Rocket Man (I think It’s Going to Be a Long, Long Time) Where the Streets Have No Name 0.0282619
Where the Streets Have No Name Rocket Man (I think It’s Going to Be a Long, Long Time) 0.0282619
The Duellists One More Time 0.0281700
One More Time The Duellists 0.0281700
Temple From The Within Salvation 0.0281514
Salvation Temple From The Within 0.0281514
Mothers of the Disappeared Running to Stand Still 0.0281193
Running to Stand Still Mothers of the Disappeared 0.0281193
Vide Infra Rise Inside 0.0280288
Rise Inside Vide Infra 0.0280288
Mellow Numbered Days 0.0280207
Numbered Days Mellow 0.0280207
Flash Of The Blade Exit 0.0280176
Exit Flash Of The Blade 0.0280176
Fixation On The Darkness Trampled Under Foot 0.0279396
Trampled Under Foot Fixation On The Darkness 0.0279396
Digital Love Two Minutes To Midnight 0.0277701
Two Minutes To Midnight Digital Love 0.0277701
Digital Love One Tree Hill 0.0277621
One Tree Hill Digital Love 0.0277621
Digital Love In The Light 0.0277400
In The Light Digital Love 0.0277400
Fixation On The Darkness Rocket Man (I think It’s Going to Be a Long, Long Time) 0.0276527
Rocket Man (I think It’s Going to Be a Long, Long Time) Fixation On The Darkness 0.0276527
With or Without You The Element Of One 0.0276497
The Element Of One With or Without You 0.0276497
To The Sons Of Man Two Minutes To Midnight 0.0275930
Two Minutes To Midnight To The Sons Of Man 0.0275930
My Last Serenade I Still Haven’t Found What I’m Looking For 0.0275333
I Still Haven’t Found What I’m Looking For My Last Serenade 0.0275333
Honky Cat Temple From The Within 0.0274721
Temple From The Within Honky Cat 0.0274721
Slave Down By The Seaside 0.0272990
Down By The Seaside Slave 0.0272990
Exit Custard Pie 0.0271393
Custard Pie Exit 0.0271393
The Wanton Song Bullet the Blue Sky 0.0270740
Bullet the Blue Sky The Wanton Song 0.0270740
In My Time Of Dying Trampled Under Foot 0.0269226
Trampled Under Foot In My Time Of Dying 0.0269226
My Last Serenade Life To Lifeless 0.0269045
Life To Lifeless My Last Serenade 0.0269045
The Wanton Song Where the Streets Have No Name 0.0268367
Where the Streets Have No Name The Wanton Song 0.0268367
Red Hill Mining Town Digital Love 0.0268058
Digital Love Red Hill Mining Town 0.0268058
Night Flight Two Minutes To Midnight 0.0267834
Two Minutes To Midnight Night Flight 0.0267834
Red Hill Mining Town Kashmir 0.0267499
Kashmir Red Hill Mining Town 0.0267499
Exit I Still Haven’t Found What I’m Looking For 0.0267264
I Still Haven’t Found What I’m Looking For Exit 0.0267264
Powerslave Hercules 0.0266505
Hercules Powerslave 0.0266505
Bullet the Blue Sky Down By The Seaside 0.0265610
Down By The Seaside Bullet the Blue Sky 0.0265610
Red Hill Mining Town Amy 0.0265393
Amy Red Hill Mining Town 0.0265393
Fixation On The Darkness Slave 0.0264470
Slave Fixation On The Darkness 0.0264470
The Rover Kashmir 0.0263252
Kashmir The Rover 0.0263252
Temple From The Within Mona Lisas and Mad Hatters 0.0262408
Mona Lisas and Mad Hatters Temple From The Within 0.0262408
Ten Years Gone Amy 0.0261964
Amy Ten Years Gone 0.0261964
The Wanton Song Rime Of The Ancient Mariner 0.0261945
Rime Of The Ancient Mariner The Wanton Song 0.0261945
Digital Love Boogie With Stu 0.0261146
Boogie With Stu Digital Love 0.0261146
Exit Down By The Seaside 0.0260044
Down By The Seaside Exit 0.0260044
Mothers of the Disappeared Where the Streets Have No Name 0.0259992
Where the Streets Have No Name Mothers of the Disappeared 0.0259992
Ten Years Gone Temple From The Within 0.0258471
Temple From The Within Ten Years Gone 0.0258471
Custard Pie One Tree Hill 0.0258172
One Tree Hill Custard Pie 0.0258172
Salvation Flash Of The Blade 0.0257647
Flash Of The Blade Salvation 0.0257647
Susie (Dramas) Exit 0.0254794
Exit Susie (Dramas) 0.0254794
Sick Again Susie (Dramas) 0.0254601
Susie (Dramas) Sick Again 0.0254601
Honky Cat In God’s Country 0.0254398
In God’s Country Honky Cat 0.0254398
I Think I’m Going to Kill Myself Digital Love 0.0254285
Digital Love I Think I’m Going to Kill Myself 0.0254285
Where the Streets Have No Name Back In The Village 0.0253779
Back In The Village Where the Streets Have No Name 0.0253779
Down By The Seaside Back In The Village 0.0252444
Back In The Village Down By The Seaside 0.0252444
Something About Us In God’s Country 0.0251430
In God’s Country Something About Us 0.0251430
To The Sons Of Man Temple From The Within 0.0251369
Temple From The Within To The Sons Of Man 0.0251369
With or Without You Down By The Seaside 0.0248385
Down By The Seaside With or Without You 0.0248385
Susie (Dramas) Mothers of the Disappeared 0.0247211
Mothers of the Disappeared Susie (Dramas) 0.0247211
Vide Infra Rime Of The Ancient Mariner 0.0244146
Rime Of The Ancient Mariner Vide Infra 0.0244146
The Element Of One In God’s Country 0.0243303
In God’s Country The Element Of One 0.0243303
To The Sons Of Man In God’s Country 0.0241988
In God’s Country To The Sons Of Man 0.0241988
Sick Again Amy 0.0241453
Amy Sick Again 0.0241453
Night Flight Red Hill Mining Town 0.0240995
Red Hill Mining Town Night Flight 0.0240995
With or Without You Rime Of The Ancient Mariner 0.0239314
Rime Of The Ancient Mariner With or Without You 0.0239314
Life To Lifeless Hercules 0.0238662
Hercules Life To Lifeless 0.0238662
The Rover Rocket Man (I think It’s Going to Be a Long, Long Time) 0.0238614
Rocket Man (I think It’s Going to Be a Long, Long Time) The Rover 0.0238614
My Last Serenade Ten Years Gone 0.0237185
Ten Years Gone My Last Serenade 0.0237185
Powerslave Custard Pie 0.0235570
Custard Pie Powerslave 0.0235570
Susie (Dramas) Back In The Village 0.0235510
Back In The Village Susie (Dramas) 0.0235510
Rime Of The Ancient Mariner Rise Inside 0.0235247
Rise Inside Rime Of The Ancient Mariner 0.0235247
The Wanton Song I Think I’m Going to Kill Myself 0.0234999
I Think I’m Going to Kill Myself The Wanton Song 0.0234999
Vide Infra Just Barely Breathing 0.0234133
Just Barely Breathing Vide Infra 0.0234133
I Think I’m Going to Kill Myself Temple From The Within 0.0233847
Temple From The Within I Think I’m Going to Kill Myself 0.0233847
In My Time Of Dying Exit 0.0233164
Exit In My Time Of Dying 0.0233164
Fixation On The Darkness Rime Of The Ancient Mariner 0.0232660
Rime Of The Ancient Mariner Fixation On The Darkness 0.0232660
Red Hill Mining Town I Still Haven’t Found What I’m Looking For 0.0232432
I Still Haven’t Found What I’m Looking For Red Hill Mining Town 0.0232432
The Rover Two Minutes To Midnight 0.0231918
Two Minutes To Midnight The Rover 0.0231918
The Rover Black Country Woman 0.0231197
Black Country Woman The Rover 0.0231197
The Duellists Too Long 0.0228659
Too Long The Duellists 0.0228659
Ten Years Gone Two Minutes To Midnight 0.0228288
Two Minutes To Midnight Ten Years Gone 0.0228288
The Wanton Song Amy 0.0226207
Amy The Wanton Song 0.0226207
Hercules Salvation 0.0225917
Salvation Hercules 0.0225917
Hercules Rocket Man (I think It’s Going to Be a Long, Long Time) 0.0225871
Rocket Man (I think It’s Going to Be a Long, Long Time) Hercules 0.0225871
Trip Through Your Wires Rime Of The Ancient Mariner 0.0225754
Rime Of The Ancient Mariner Trip Through Your Wires 0.0225754
Sick Again Mona Lisas and Mad Hatters 0.0224923
Mona Lisas and Mad Hatters Sick Again 0.0224923
Sick Again Flash Of The Blade 0.0224259
Flash Of The Blade Sick Again 0.0224259
Hercules One More Time 0.0223643
One More Time Hercules 0.0223643
Amy Boogie With Stu 0.0223322
Boogie With Stu Amy 0.0223322
Sick Again Trip Through Your Wires 0.0222917
Trip Through Your Wires Sick Again 0.0222917
Boogie With Stu Trampled Under Foot 0.0222837
Trampled Under Foot Boogie With Stu 0.0222837
To The Sons Of Man Custard Pie 0.0221868
Custard Pie To The Sons Of Man 0.0221868
In God’s Country Kashmir 0.0221214
Kashmir In God’s Country 0.0221214
Fixation On The Darkness Too Long 0.0219639
Too Long Fixation On The Darkness 0.0219639
The Element Of One Salvation 0.0219581
Salvation The Element Of One 0.0219581
Amy Rise Inside 0.0218158
Rise Inside Amy 0.0218158
The Rover Down By The Seaside 0.0217468
Down By The Seaside The Rover 0.0217468
Two Minutes To Midnight One More Time 0.0216806
One More Time Two Minutes To Midnight 0.0216806
Kashmir Numbered Days 0.0216242
Numbered Days Kashmir 0.0216242
With or Without You In God’s Country 0.0216234
In God’s Country With or Without You 0.0216234
Night Flight Amy 0.0216215
Amy Night Flight 0.0216215
Vide Infra Salvation 0.0215124
Salvation Vide Infra 0.0215124
My Last Serenade Night Flight 0.0214781
Night Flight My Last Serenade 0.0214781
Exit In The Light 0.0213613
In The Light Exit 0.0213613
Custard Pie Two Minutes To Midnight 0.0213389
Two Minutes To Midnight Custard Pie 0.0213389
Temple From The Within Running to Stand Still 0.0213203
Running to Stand Still Temple From The Within 0.0213203
The Wanton Song Custard Pie 0.0213137
Custard Pie The Wanton Song 0.0213137
Vide Infra One Tree Hill 0.0213107
One Tree Hill Vide Infra 0.0213107
Honky Cat Fixation On The Darkness 0.0211916
Fixation On The Darkness Honky Cat 0.0211916
To The Sons Of Man Mothers of the Disappeared 0.0211909
Mothers of the Disappeared To The Sons Of Man 0.0211909
Powerslave Mellow 0.0211875
Mellow Powerslave 0.0211875
Powerslave Rocket Man (I think It’s Going to Be a Long, Long Time) 0.0207526
Rocket Man (I think It’s Going to Be a Long, Long Time) Powerslave 0.0207526
The Element Of One Ten Years Gone 0.0206844
Ten Years Gone The Element Of One 0.0206844
Just Barely Breathing Running to Stand Still 0.0205978
Running to Stand Still Just Barely Breathing 0.0205978
Ten Years Gone Slave 0.0205564
Slave Ten Years Gone 0.0205564
Salvation In My Time Of Dying 0.0205066
In My Time Of Dying Salvation 0.0205066
Sick Again In The Light 0.0204410
In The Light Sick Again 0.0204410
With or Without You When The Balance Is Broken 0.0204409
When The Balance Is Broken With or Without You 0.0204409
Sick Again In My Time Of Dying 0.0203565
In My Time Of Dying Sick Again 0.0203565
Temple From The Within Mellow 0.0203210
Mellow Temple From The Within 0.0203210
The Rover One Tree Hill 0.0202927
One Tree Hill The Rover 0.0202927
Powerslave Mona Lisas and Mad Hatters 0.0202800
Mona Lisas and Mad Hatters Powerslave 0.0202800
The Wanton Song Two Minutes To Midnight 0.0202675
Two Minutes To Midnight The Wanton Song 0.0202675
Mellow Black Country Woman 0.0201293
Black Country Woman Mellow 0.0201293
Flash Of The Blade Where the Streets Have No Name 0.0198859
Where the Streets Have No Name Flash Of The Blade 0.0198859
Rime Of The Ancient Mariner Down By The Seaside 0.0197341
Down By The Seaside Rime Of The Ancient Mariner 0.0197341
I Still Haven’t Found What I’m Looking For Custard Pie 0.0196532
Custard Pie I Still Haven’t Found What I’m Looking For 0.0196532
Temple From The Within One Tree Hill 0.0196121
One Tree Hill Temple From The Within 0.0196121
Where the Streets Have No Name In The Light 0.0193808
In The Light Where the Streets Have No Name 0.0193808
Sick Again Down By The Seaside 0.0192883
Down By The Seaside Sick Again 0.0192883
Sick Again Red Hill Mining Town 0.0191819
Red Hill Mining Town Sick Again 0.0191819
Something About Us Two Minutes To Midnight 0.0191450
Two Minutes To Midnight Something About Us 0.0191450
The Duellists Aces High 0.0190819
Aces High The Duellists 0.0190819
Life To Lifeless Mellow 0.0189739
Mellow Life To Lifeless 0.0189739
The Wanton Song Kashmir 0.0189348
Kashmir The Wanton Song 0.0189348
Kashmir Too Long 0.0189320
Too Long Kashmir 0.0189320
Exit Bullet the Blue Sky 0.0189168
Bullet the Blue Sky Exit 0.0189168
In God’s Country Black Country Woman 0.0188716
Black Country Woman In God’s Country 0.0188716
Night Flight I Still Haven’t Found What I’m Looking For 0.0188178
I Still Haven’t Found What I’m Looking For Night Flight 0.0188178
Something About Us Aces High 0.0187974
Aces High Something About Us 0.0187974
Just Barely Breathing One Tree Hill 0.0187083
One Tree Hill Just Barely Breathing 0.0187083
Powerslave One Tree Hill 0.0186031
One Tree Hill Powerslave 0.0186031
In God’s Country Mellow 0.0185358
Mellow In God’s Country 0.0185358
Aces High One More Time 0.0184898
One More Time Aces High 0.0184898
Night Flight One Tree Hill 0.0184171
One Tree Hill Night Flight 0.0184171
Vide Infra Mona Lisas and Mad Hatters 0.0184098
Mona Lisas and Mad Hatters Vide Infra 0.0184098
Sick Again Rocket Man (I think It’s Going to Be a Long, Long Time) 0.0182858
Rocket Man (I think It’s Going to Be a Long, Long Time) Sick Again 0.0182858
Self Revolution My Last Serenade 0.0182850
My Last Serenade Self Revolution 0.0182850
Susie (Dramas) Mona Lisas and Mad Hatters 0.0181262
Mona Lisas and Mad Hatters Susie (Dramas) 0.0181262
In God’s Country Amy 0.0179721
Amy In God’s Country 0.0179721
Something About Us Kashmir 0.0178861
Kashmir Something About Us 0.0178861
The Wanton Song When The Balance Is Broken 0.0177599
When The Balance Is Broken The Wanton Song 0.0177599
With or Without You In My Time Of Dying 0.0177197
In My Time Of Dying With or Without You 0.0177197
Temple From The Within The Duellists 0.0175856
The Duellists Temple From The Within 0.0175856
Just Barely Breathing Red Hill Mining Town 0.0174753
Red Hill Mining Town Just Barely Breathing 0.0174753
With or Without You I Still Haven’t Found What I’m Looking For 0.0174446
I Still Haven’t Found What I’m Looking For With or Without You 0.0174446
Fixation On The Darkness In My Time Of Dying 0.0173154
In My Time Of Dying Fixation On The Darkness 0.0173154
Slave Rocket Man (I think It’s Going to Be a Long, Long Time) 0.0172247
Rocket Man (I think It’s Going to Be a Long, Long Time) Slave 0.0172247
The Element Of One Running to Stand Still 0.0171110
Running to Stand Still The Element Of One 0.0171110
Vide Infra Too Long 0.0171081
Too Long Vide Infra 0.0171081
Temple From The Within Flash Of The Blade 0.0170700
Flash Of The Blade Temple From The Within 0.0170700
Night Flight Mothers of the Disappeared 0.0170383
Mothers of the Disappeared Night Flight 0.0170383
In My Time Of Dying Black Country Woman 0.0170370
Black Country Woman In My Time Of Dying 0.0170370
Just Barely Breathing When The Balance Is Broken 0.0170045
When The Balance Is Broken Just Barely Breathing 0.0170045
Boogie With Stu Mellow 0.0168319
Mellow Boogie With Stu 0.0168319
Something About Us Black Country Woman 0.0168133
Black Country Woman Something About Us 0.0168133
To The Sons Of Man Mona Lisas and Mad Hatters 0.0167187
Mona Lisas and Mad Hatters To The Sons Of Man 0.0167187
Exit Rime Of The Ancient Mariner 0.0166379
Rime Of The Ancient Mariner Exit 0.0166379
Sick Again Mellow 0.0165924
Mellow Sick Again 0.0165924
Susie (Dramas) In The Light 0.0164730
In The Light Susie (Dramas) 0.0164730
Face To Face To The Sons Of Man 0.0164340
To The Sons Of Man Face To Face 0.0164340
The Rover Custard Pie 0.0163685
Custard Pie The Rover 0.0163685
To The Sons Of Man Trip Through Your Wires 0.0163461
Trip Through Your Wires To The Sons Of Man 0.0163461
When The Balance Is Broken In God’s Country 0.0162039
In God’s Country When The Balance Is Broken 0.0162039
I Think I’m Going to Kill Myself Hercules 0.0161948
Hercules I Think I’m Going to Kill Myself 0.0161948
Red Hill Mining Town Rime Of The Ancient Mariner 0.0161802
Rime Of The Ancient Mariner Red Hill Mining Town 0.0161802
Mothers of the Disappeared I Still Haven’t Found What I’m Looking For 0.0161724
I Still Haven’t Found What I’m Looking For Mothers of the Disappeared 0.0161724
Rocket Man (I think It’s Going to Be a Long, Long Time) I Still Haven’t Found What I’m Looking For 0.0161670
I Still Haven’t Found What I’m Looking For Rocket Man (I think It’s Going to Be a Long, Long Time) 0.0161670
Self Revolution Amy 0.0161275
Amy Self Revolution 0.0161275
Honky Cat Flash Of The Blade 0.0161255
Flash Of The Blade Honky Cat 0.0161255
Face To Face Honky Cat 0.0160741
Honky Cat Face To Face 0.0160741
Red Hill Mining Town Two Minutes To Midnight 0.0159048
Two Minutes To Midnight Red Hill Mining Town 0.0159048
In God’s Country Custard Pie 0.0158480
Custard Pie In God’s Country 0.0158480
The Duellists Digital Love 0.0158050
Digital Love The Duellists 0.0158050
My Last Serenade Flash Of The Blade 0.0157492
Flash Of The Blade My Last Serenade 0.0157492
Red Hill Mining Town Black Country Woman 0.0157278
Black Country Woman Red Hill Mining Town 0.0157278
Face To Face Trip Through Your Wires 0.0156395
Trip Through Your Wires Face To Face 0.0156395
Slave Mellow 0.0156296
Mellow Slave 0.0156296
When The Balance Is Broken Salvation 0.0155678
Salvation When The Balance Is Broken 0.0155678
Honky Cat Ten Years Gone 0.0155329
Ten Years Gone Honky Cat 0.0155329
Vide Infra I Think I’m Going to Kill Myself 0.0155120
I Think I’m Going to Kill Myself Vide Infra 0.0155120
Fixation On The Darkness Mellow 0.0154974
Mellow Fixation On The Darkness 0.0154974
Ten Years Gone Aces High 0.0154641
Aces High Ten Years Gone 0.0154641
Just Barely Breathing Rise Inside 0.0153984
Rise Inside Just Barely Breathing 0.0153984
Something About Us Slave 0.0153945
Slave Something About Us 0.0153945
Ten Years Gone Mona Lisas and Mad Hatters 0.0152331
Mona Lisas and Mad Hatters Ten Years Gone 0.0152331
Mellow Bullet the Blue Sky 0.0152070
Bullet the Blue Sky Mellow 0.0152070
In My Time Of Dying Harder, Better, Faster, Stronger 0.0150092
Harder, Better, Faster, Stronger In My Time Of Dying 0.0150092
My Last Serenade Boogie With Stu 0.0149421
Boogie With Stu My Last Serenade 0.0149421
Honky Cat Exit 0.0149359
Exit Honky Cat 0.0149359
Fixation On The Darkness One Tree Hill 0.0148031
One Tree Hill Fixation On The Darkness 0.0148031
In God’s Country Rise Inside 0.0147724
Rise Inside In God’s Country 0.0147724
Sick Again I Still Haven’t Found What I’m Looking For 0.0147516
I Still Haven’t Found What I’m Looking For Sick Again 0.0147516
Susie (Dramas) Rocket Man (I think It’s Going to Be a Long, Long Time) 0.0147362
Rocket Man (I think It’s Going to Be a Long, Long Time) Susie (Dramas) 0.0147362
With or Without You Running to Stand Still 0.0146239
Running to Stand Still With or Without You 0.0146239
Hercules In The Light 0.0146199
In The Light Hercules 0.0146199
Custard Pie Running to Stand Still 0.0145561
Running to Stand Still Custard Pie 0.0145561
Digital Love Amy 0.0144722
Amy Digital Love 0.0144722
Self Revolution Powerslave 0.0143500
Powerslave Self Revolution 0.0143500
Rocket Man (I think It’s Going to Be a Long, Long Time) Kashmir 0.0143095
Kashmir Rocket Man (I think It’s Going to Be a Long, Long Time) 0.0143095
Fixation On The Darkness Kashmir 0.0142104
Kashmir Fixation On The Darkness 0.0142104
Self Revolution Rime Of The Ancient Mariner 0.0142025
Rime Of The Ancient Mariner Self Revolution 0.0142025
With or Without You Trip Through Your Wires 0.0141744
Trip Through Your Wires With or Without You 0.0141744
Honky Cat Down By The Seaside 0.0141610
Down By The Seaside Honky Cat 0.0141610
In The Light Black Country Woman 0.0140726
Black Country Woman In The Light 0.0140726
Bullet the Blue Sky Running to Stand Still 0.0139670
Running to Stand Still Bullet the Blue Sky 0.0139670
I Still Haven’t Found What I’m Looking For Running to Stand Still 0.0137674
Running to Stand Still I Still Haven’t Found What I’m Looking For 0.0137674
The Duellists Rime Of The Ancient Mariner 0.0136948
Rime Of The Ancient Mariner The Duellists 0.0136948
Face To Face Down By The Seaside 0.0135617
Down By The Seaside Face To Face 0.0135617
Trampled Under Foot Two Minutes To Midnight 0.0134193
Two Minutes To Midnight Trampled Under Foot 0.0134193
Vide Infra Mellow 0.0134033
Mellow Vide Infra 0.0134033
Boogie With Stu Two Minutes To Midnight 0.0134007
Two Minutes To Midnight Boogie With Stu 0.0134007
When The Balance Is Broken Trip Through Your Wires 0.0133666
Trip Through Your Wires When The Balance Is Broken 0.0133666
Honky Cat Boogie With Stu 0.0133596
Boogie With Stu Honky Cat 0.0133596
In The Light One More Time 0.0133083
One More Time In The Light 0.0133083
Kashmir Two Minutes To Midnight 0.0132974
Two Minutes To Midnight Kashmir 0.0132974
The Rover Night Flight 0.0132585
Night Flight The Rover 0.0132585
Flash Of The Blade In The Light 0.0132377
In The Light Flash Of The Blade 0.0132377
Powerslave Digital Love 0.0132334
Digital Love Powerslave 0.0132334
Self Revolution Where the Streets Have No Name 0.0131477
Where the Streets Have No Name Self Revolution 0.0131477
Salvation Bullet the Blue Sky 0.0131349
Bullet the Blue Sky Salvation 0.0131349
With or Without You One Tree Hill 0.0131022
One Tree Hill With or Without You 0.0131022
Sick Again One Tree Hill 0.0129479
One Tree Hill Sick Again 0.0129479
Powerslave Salvation 0.0128251
Salvation Powerslave 0.0128251
Salvation I Still Haven’t Found What I’m Looking For 0.0128087
I Still Haven’t Found What I’m Looking For Salvation 0.0128087
Amy Black Country Woman 0.0128027
Black Country Woman Amy 0.0128027
Fixation On The Darkness Boogie With Stu 0.0127060
Boogie With Stu Fixation On The Darkness 0.0127060
Fixation On The Darkness Flash Of The Blade 0.0126147
Flash Of The Blade Fixation On The Darkness 0.0126147
Something About Us Amy 0.0125907
Amy Something About Us 0.0125907
Amy Mellow 0.0125748
Mellow Amy 0.0125748
Slave In God’s Country 0.0125410
In God’s Country Slave 0.0125410
Digital Love Black Country Woman 0.0125099
Black Country Woman Digital Love 0.0125099
Self Revolution I Think I’m Going to Kill Myself 0.0124549
I Think I’m Going to Kill Myself Self Revolution 0.0124549
Sick Again Black Country Woman 0.0124366
Black Country Woman Sick Again 0.0124366
When The Balance Is Broken Exit 0.0123581
Exit When The Balance Is Broken 0.0123581
Hercules Boogie With Stu 0.0121961
Boogie With Stu Hercules 0.0121961
Salvation Two Minutes To Midnight 0.0118831
Two Minutes To Midnight Salvation 0.0118831
Powerslave In God’s Country 0.0116579
In God’s Country Powerslave 0.0116579
Digital Love Down By The Seaside 0.0115583
Down By The Seaside Digital Love 0.0115583
Kashmir Trampled Under Foot 0.0114681
Trampled Under Foot Kashmir 0.0114681
Mona Lisas and Mad Hatters Mellow 0.0113936
Mellow Mona Lisas and Mad Hatters 0.0113936
Sick Again Numbered Days 0.0111281
Numbered Days Sick Again 0.0111281
My Last Serenade Trampled Under Foot 0.0110921
Trampled Under Foot My Last Serenade 0.0110921
Boogie With Stu Too Long 0.0110902
Too Long Boogie With Stu 0.0110902
To The Sons Of Man Salvation 0.0109344
Salvation To The Sons Of Man 0.0109344
Life To Lifeless Trip Through Your Wires 0.0108032
Trip Through Your Wires Life To Lifeless 0.0108032
The Rover In The Light 0.0106718
In The Light The Rover 0.0106718
Salvation Trampled Under Foot 0.0106679
Trampled Under Foot Salvation 0.0106679
The Duellists Two Minutes To Midnight 0.0106441
Two Minutes To Midnight The Duellists 0.0106441
Rime Of The Ancient Mariner Kashmir 0.0105604
Kashmir Rime Of The Ancient Mariner 0.0105604
My Last Serenade Trip Through Your Wires 0.0104369
Trip Through Your Wires My Last Serenade 0.0104369
My Last Serenade Honky Cat 0.0104065
Honky Cat My Last Serenade 0.0104065
Aces High Too Long 0.0103635
Too Long Aces High 0.0103635
Trampled Under Foot Harder, Better, Faster, Stronger 0.0103208
Harder, Better, Faster, Stronger Trampled Under Foot 0.0103208
Hercules Numbered Days 0.0102638
Numbered Days Hercules 0.0102638
Temple From The Within Exit 0.0102266
Exit Temple From The Within 0.0102266
Just Barely Breathing Trip Through Your Wires 0.0102251
Trip Through Your Wires Just Barely Breathing 0.0102251
Temple From The Within Where the Streets Have No Name 0.0100419
Where the Streets Have No Name Temple From The Within 0.0100419
Honky Cat Salvation 0.0100085
Salvation Honky Cat 0.0100085
Honky Cat The Element Of One 0.0099356
The Element Of One Honky Cat 0.0099356
Salvation Mona Lisas and Mad Hatters 0.0098846
Mona Lisas and Mad Hatters Salvation 0.0098846
Powerslave Two Minutes To Midnight 0.0098056
Two Minutes To Midnight Powerslave 0.0098056
Slave Mona Lisas and Mad Hatters 0.0096964
Mona Lisas and Mad Hatters Slave 0.0096964
With or Without You Two Minutes To Midnight 0.0095663
Two Minutes To Midnight With or Without You 0.0095663
Temple From The Within Hercules 0.0095486
Hercules Temple From The Within 0.0095486
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One Tree Hill Black Country Woman -0.0042981
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The Element Of One Something About Us -0.0045651
Something About Us The Element Of One -0.0045651
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Two Minutes To Midnight Bullet the Blue Sky -0.0046620
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The Element Of One Too Long -0.0051991
Too Long The Element Of One -0.0051991
Mona Lisas and Mad Hatters Too Long -0.0052581
Too Long Mona Lisas and Mad Hatters -0.0052581
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Back In The Village Running to Stand Still -0.0053200
Just Barely Breathing Slave -0.0053600
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Mothers of the Disappeared Too Long -0.0054802
Too Long Mothers of the Disappeared -0.0054802
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Back In The Village Something About Us -0.0056853
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Custard Pie Hercules -0.0057047
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Mona Lisas and Mad Hatters Just Barely Breathing -0.0058297
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Something About Us When The Balance Is Broken -0.0058579
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Salvation Something About Us -0.0059520
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Numbered Days Trampled Under Foot -0.0059610
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Honky Cat Too Long -0.0059677
Too Long Honky Cat -0.0059677
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Red Hill Mining Town The Element Of One -0.0060181
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Face To Face Flash Of The Blade -0.0061919
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With or Without You Something About Us -0.0062119
Something About Us With or Without You -0.0062119
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Flash Of The Blade Mothers of the Disappeared -0.0062775
Mothers of the Disappeared Flash Of The Blade -0.0062775
Life To Lifeless Harder, Better, Faster, Stronger -0.0062942
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Flash Of The Blade Bullet the Blue Sky -0.0063058
Bullet the Blue Sky Flash Of The Blade -0.0063058
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Life To Lifeless One More Time -0.0063962
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Running to Stand Still Amy -0.0065658
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Red Hill Mining Town Vide Infra -0.0065668
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One More Time The Element Of One -0.0066350
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Back In The Village Temple From The Within -0.0066397
When The Balance Is Broken Too Long -0.0066715
Too Long When The Balance Is Broken -0.0066715
Mothers of the Disappeared In The Light -0.0066761
In The Light Mothers of the Disappeared -0.0066761
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Running to Stand Still My Last Serenade -0.0066970
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In My Time Of Dying Hercules -0.0067195
Life To Lifeless Too Long -0.0067570
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Flash Of The Blade Mona Lisas and Mad Hatters -0.0067630
Something About Us I Still Haven’t Found What I’m Looking For -0.0067795
I Still Haven’t Found What I’m Looking For Something About Us -0.0067795
In My Time Of Dying Rime Of The Ancient Mariner -0.0068410
Rime Of The Ancient Mariner In My Time Of Dying -0.0068410
Fixation On The Darkness Harder, Better, Faster, Stronger -0.0068622
Harder, Better, Faster, Stronger Fixation On The Darkness -0.0068622
Honky Cat Digital Love -0.0068840
Digital Love Honky Cat -0.0068840
Something About Us Trip Through Your Wires -0.0068884
Trip Through Your Wires Something About Us -0.0068884
Something About Us Running to Stand Still -0.0069325
Running to Stand Still Something About Us -0.0069325
Mothers of the Disappeared One More Time -0.0069937
One More Time Mothers of the Disappeared -0.0069937
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Self Revolution The Wanton Song -0.0070082
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Trampled Under Foot Mona Lisas and Mad Hatters -0.0070298
Trip Through Your Wires Numbered Days -0.0070527
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I Still Haven’t Found What I’m Looking For Harder, Better, Faster, Stronger -0.0071922
Harder, Better, Faster, Stronger I Still Haven’t Found What I’m Looking For -0.0071922
Face To Face Two Minutes To Midnight -0.0072268
Two Minutes To Midnight Face To Face -0.0072268
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Harder, Better, Faster, Stronger Exit -0.0072804
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Down By The Seaside Trip Through Your Wires -0.0072909
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Harder, Better, Faster, Stronger Trip Through Your Wires -0.0073077
Temple From The Within Harder, Better, Faster, Stronger -0.0073540
Harder, Better, Faster, Stronger Temple From The Within -0.0073540
Running to Stand Still Harder, Better, Faster, Stronger -0.0073545
Harder, Better, Faster, Stronger Running to Stand Still -0.0073545
To The Sons Of Man Black Country Woman -0.0073569
Black Country Woman To The Sons Of Man -0.0073569
Face To Face Something About Us -0.0073856
Something About Us Face To Face -0.0073856
Honky Cat The Duellists -0.0073970
The Duellists Honky Cat -0.0073970
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Two Minutes To Midnight My Last Serenade -0.0074195
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Trip Through Your Wires Aces High -0.0074996
Aces High Trip Through Your Wires -0.0074996
Running to Stand Still Black Country Woman -0.0075249
Black Country Woman Running to Stand Still -0.0075249
The Duellists Red Hill Mining Town -0.0075402
Red Hill Mining Town The Duellists -0.0075402
Life To Lifeless One Tree Hill -0.0075621
One Tree Hill Life To Lifeless -0.0075621
Mellow Harder, Better, Faster, Stronger -0.0075918
Harder, Better, Faster, Stronger Mellow -0.0075918
To The Sons Of Man Night Flight -0.0075937
Night Flight To The Sons Of Man -0.0075937
Self Revolution Harder, Better, Faster, Stronger -0.0076482
Harder, Better, Faster, Stronger Self Revolution -0.0076482
Boogie With Stu Rise Inside -0.0076654
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Just Barely Breathing Something About Us -0.0076926
Something About Us Just Barely Breathing -0.0076926
The Element Of One Rise Inside -0.0077020
Rise Inside The Element Of One -0.0077020
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Too Long I Still Haven’t Found What I’m Looking For -0.0077210
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One More Time To The Sons Of Man -0.0077244
Salvation Aces High -0.0077514
Aces High Salvation -0.0077514
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Mona Lisas and Mad Hatters Something About Us -0.0077581
Face To Face One More Time -0.0077711
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Something About Us Flash Of The Blade -0.0077923
Flash Of The Blade Something About Us -0.0077923
Face To Face Harder, Better, Faster, Stronger -0.0078352
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Rime Of The Ancient Mariner Salvation -0.0078823
Back In The Village In The Light -0.0078878
In The Light Back In The Village -0.0078878
Kashmir Down By The Seaside -0.0078917
Down By The Seaside Kashmir -0.0078917
Running to Stand Still Too Long -0.0078953
Too Long Running to Stand Still -0.0078953
The Element Of One Mothers of the Disappeared -0.0079125
Mothers of the Disappeared The Element Of One -0.0079125
Amy Harder, Better, Faster, Stronger -0.0079154
Harder, Better, Faster, Stronger Amy -0.0079154
Powerslave Boogie With Stu -0.0079226
Boogie With Stu Powerslave -0.0079226
I Think I’m Going to Kill Myself Exit -0.0079564
Exit I Think I’m Going to Kill Myself -0.0079564
Hercules Rime Of The Ancient Mariner -0.0080173
Rime Of The Ancient Mariner Hercules -0.0080173
Vide Infra Two Minutes To Midnight -0.0080372
Two Minutes To Midnight Vide Infra -0.0080372
The Duellists Harder, Better, Faster, Stronger -0.0080386
Harder, Better, Faster, Stronger The Duellists -0.0080386
Two Minutes To Midnight Numbered Days -0.0080451
Numbered Days Two Minutes To Midnight -0.0080451
Susie (Dramas) Harder, Better, Faster, Stronger -0.0080468
Harder, Better, Faster, Stronger Susie (Dramas) -0.0080468
One Tree Hill Harder, Better, Faster, Stronger -0.0080471
Harder, Better, Faster, Stronger One Tree Hill -0.0080471
Numbered Days Black Country Woman -0.0080614
Black Country Woman Numbered Days -0.0080614
Numbered Days In The Light -0.0080797
In The Light Numbered Days -0.0080797
When The Balance Is Broken Black Country Woman -0.0081088
Black Country Woman When The Balance Is Broken -0.0081088
Two Minutes To Midnight Black Country Woman -0.0081159
Black Country Woman Two Minutes To Midnight -0.0081159
When The Balance Is Broken In The Light -0.0081273
In The Light When The Balance Is Broken -0.0081273
Just Barely Breathing Harder, Better, Faster, Stronger -0.0081610
Harder, Better, Faster, Stronger Just Barely Breathing -0.0081610
Where the Streets Have No Name One More Time -0.0081740
One More Time Where the Streets Have No Name -0.0081740
Life To Lifeless Black Country Woman -0.0082128
Black Country Woman Life To Lifeless -0.0082128
Mona Lisas and Mad Hatters Harder, Better, Faster, Stronger -0.0082304
Harder, Better, Faster, Stronger Mona Lisas and Mad Hatters -0.0082304
Ten Years Gone Bullet the Blue Sky -0.0082367
Bullet the Blue Sky Ten Years Gone -0.0082367
Aces High Harder, Better, Faster, Stronger -0.0082389
Harder, Better, Faster, Stronger Aces High -0.0082389
Salvation Black Country Woman -0.0082392
Black Country Woman Salvation -0.0082392
Back In The Village One More Time -0.0082630
One More Time Back In The Village -0.0082630
Flash Of The Blade Harder, Better, Faster, Stronger -0.0082667
Harder, Better, Faster, Stronger Flash Of The Blade -0.0082667
Vide Infra Exit -0.0082828
Exit Vide Infra -0.0082828
Mona Lisas and Mad Hatters Where the Streets Have No Name -0.0082922
Where the Streets Have No Name Mona Lisas and Mad Hatters -0.0082922
Honky Cat Trampled Under Foot -0.0083269
Trampled Under Foot Honky Cat -0.0083269
The Wanton Song Harder, Better, Faster, Stronger -0.0083663
Harder, Better, Faster, Stronger The Wanton Song -0.0083663
Powerslave Mothers of the Disappeared -0.0083908
Mothers of the Disappeared Powerslave -0.0083908
In God’s Country Two Minutes To Midnight -0.0084108
Two Minutes To Midnight In God’s Country -0.0084108
Face To Face Too Long -0.0084113
Too Long Face To Face -0.0084113
Honky Cat Black Country Woman -0.0084208
Black Country Woman Honky Cat -0.0084208
Just Barely Breathing Hercules -0.0084417
Hercules Just Barely Breathing -0.0084417
Red Hill Mining Town Harder, Better, Faster, Stronger -0.0084514
Harder, Better, Faster, Stronger Red Hill Mining Town -0.0084514
Custard Pie Rime Of The Ancient Mariner -0.0084817
Rime Of The Ancient Mariner Custard Pie -0.0084817
Amy Too Long -0.0084974
Too Long Amy -0.0084974
When The Balance Is Broken One More Time -0.0085139
One More Time When The Balance Is Broken -0.0085139
Vide Infra Amy -0.0085158
Amy Vide Infra -0.0085158
Temple From The Within Two Minutes To Midnight -0.0085378
Two Minutes To Midnight Temple From The Within -0.0085378
Rocket Man (I think It’s Going to Be a Long, Long Time) Mona Lisas and Mad Hatters -0.0085578
Mona Lisas and Mad Hatters Rocket Man (I think It’s Going to Be a Long, Long Time) -0.0085578
My Last Serenade Black Country Woman -0.0085668
Black Country Woman My Last Serenade -0.0085668
With or Without You Black Country Woman -0.0085989
Black Country Woman With or Without You -0.0085989
I Think I’m Going to Kill Myself Harder, Better, Faster, Stronger -0.0086109
Harder, Better, Faster, Stronger I Think I’m Going to Kill Myself -0.0086109
Honky Cat Something About Us -0.0086130
Something About Us Honky Cat -0.0086130
With or Without You In The Light -0.0086185
In The Light With or Without You -0.0086185
Something About Us Bullet the Blue Sky -0.0086262
Bullet the Blue Sky Something About Us -0.0086262
Susie (Dramas) Too Long -0.0086385
Too Long Susie (Dramas) -0.0086385
One Tree Hill Too Long -0.0086388
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Mothers of the Disappeared Trampled Under Foot -0.0086558
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Honky Cat Running to Stand Still -0.0087210
Running to Stand Still Honky Cat -0.0087210
Just Barely Breathing Too Long -0.0087611
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Two Minutes To Midnight Too Long -0.0088155
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Susie (Dramas) Powerslave -0.0088204
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Slave Numbered Days -0.0089043
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Just Barely Breathing The Rover -0.0089180
The Rover Just Barely Breathing -0.0089180
Fixation On The Darkness Black Country Woman -0.0089540
Black Country Woman Fixation On The Darkness -0.0089540
Vide Infra Harder, Better, Faster, Stronger -0.0089642
Harder, Better, Faster, Stronger Vide Infra -0.0089642
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My Last Serenade One More Time -0.0089947
One More Time My Last Serenade -0.0089947
Just Barely Breathing Flash Of The Blade -0.0090451
Flash Of The Blade Just Barely Breathing -0.0090451
Honky Cat Harder, Better, Faster, Stronger -0.0091373
Harder, Better, Faster, Stronger Honky Cat -0.0091373
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Kashmir Harder, Better, Faster, Stronger -0.0091603
Harder, Better, Faster, Stronger Kashmir -0.0091603
The Element Of One Digital Love -0.0091621
Digital Love The Element Of One -0.0091621
Where the Streets Have No Name Boogie With Stu -0.0092039
Boogie With Stu Where the Streets Have No Name -0.0092039
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Where the Streets Have No Name The Element Of One -0.0092479
In My Time Of Dying Running to Stand Still -0.0092699
Running to Stand Still In My Time Of Dying -0.0092699
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One More Time In God’s Country -0.0093353
The Element Of One Back In The Village -0.0093486
Back In The Village The Element Of One -0.0093486
I Still Haven’t Found What I’m Looking For Mellow -0.0093827
Mellow I Still Haven’t Found What I’m Looking For -0.0093827
I Still Haven’t Found What I’m Looking For Black Country Woman -0.0093845
Black Country Woman I Still Haven’t Found What I’m Looking For -0.0093845
Life To Lifeless Trampled Under Foot -0.0093895
Trampled Under Foot Life To Lifeless -0.0093895
Face To Face Powerslave -0.0093915
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Boogie With Stu Down By The Seaside -0.0094041
Down By The Seaside Boogie With Stu -0.0094041
Sick Again Where the Streets Have No Name -0.0094050
Where the Streets Have No Name Sick Again -0.0094050
Slave Harder, Better, Faster, Stronger -0.0094057
Harder, Better, Faster, Stronger Slave -0.0094057
The Duellists Where the Streets Have No Name -0.0094081
Where the Streets Have No Name The Duellists -0.0094081
Sick Again Something About Us -0.0094121
Something About Us Sick Again -0.0094121
Honky Cat Two Minutes To Midnight -0.0094236
Two Minutes To Midnight Honky Cat -0.0094236
The Element Of One Down By The Seaside -0.0094490
Down By The Seaside The Element Of One -0.0094490
The Wanton Song Trip Through Your Wires -0.0094543
Trip Through Your Wires The Wanton Song -0.0094543
Hercules Flash Of The Blade -0.0094545
Flash Of The Blade Hercules -0.0094545
Night Flight Harder, Better, Faster, Stronger -0.0094554
Harder, Better, Faster, Stronger Night Flight -0.0094554
Aces High Mellow -0.0094841
Mellow Aces High -0.0094841
Bullet the Blue Sky Trampled Under Foot -0.0095093
Trampled Under Foot Bullet the Blue Sky -0.0095093
Rocket Man (I think It’s Going to Be a Long, Long Time) Black Country Woman -0.0095162
Black Country Woman Rocket Man (I think It’s Going to Be a Long, Long Time) -0.0095162
Boogie With Stu Numbered Days -0.0095305
Numbered Days Boogie With Stu -0.0095305
Trip Through Your Wires Black Country Woman -0.0095353
Black Country Woman Trip Through Your Wires -0.0095353
Honky Cat Night Flight -0.0095393
Night Flight Honky Cat -0.0095393
Hercules Harder, Better, Faster, Stronger -0.0095492
Harder, Better, Faster, Stronger Hercules -0.0095492
When The Balance Is Broken Boogie With Stu -0.0095866
Boogie With Stu When The Balance Is Broken -0.0095866
Temple From The Within Black Country Woman -0.0095957
Black Country Woman Temple From The Within -0.0095957
Running to Stand Still In The Light -0.0096182
In The Light Running to Stand Still -0.0096182
Custard Pie Amy -0.0096447
Amy Custard Pie -0.0096447
Trip Through Your Wires Kashmir -0.0096737
Kashmir Trip Through Your Wires -0.0096737
Hercules Trampled Under Foot -0.0096936
Trampled Under Foot Hercules -0.0096936
Life To Lifeless Boogie With Stu -0.0097095
Boogie With Stu Life To Lifeless -0.0097095
Salvation Boogie With Stu -0.0097407
Boogie With Stu Salvation -0.0097407
Mona Lisas and Mad Hatters One More Time -0.0097458
One More Time Mona Lisas and Mad Hatters -0.0097458
Life To Lifeless The Element Of One -0.0097559
The Element Of One Life To Lifeless -0.0097559
Two Minutes To Midnight Harder, Better, Faster, Stronger -0.0098051
Harder, Better, Faster, Stronger Two Minutes To Midnight -0.0098051
Vide Infra Slave -0.0098125
Slave Vide Infra -0.0098125
I Still Haven’t Found What I’m Looking For One More Time -0.0098533
One More Time I Still Haven’t Found What I’m Looking For -0.0098533
When The Balance Is Broken Rise Inside -0.0098831
Rise Inside When The Balance Is Broken -0.0098831
Hercules Running to Stand Still -0.0099365
Running to Stand Still Hercules -0.0099365
Hercules In God’s Country -0.0099448
In God’s Country Hercules -0.0099448
Exit One More Time -0.0099741
One More Time Exit -0.0099741
Self Revolution Black Country Woman -0.0099795
Black Country Woman Self Revolution -0.0099795
Sick Again Harder, Better, Faster, Stronger -0.0099851
Harder, Better, Faster, Stronger Sick Again -0.0099851
The Rover Flash Of The Blade -0.0099879
Flash Of The Blade The Rover -0.0099879
When The Balance Is Broken Two Minutes To Midnight -0.0099940
Two Minutes To Midnight When The Balance Is Broken -0.0099940
Self Revolution In The Light -0.0100022
In The Light Self Revolution -0.0100022
Trip Through Your Wires One More Time -0.0100116
One More Time Trip Through Your Wires -0.0100116
Salvation Rise Inside -0.0100420
Rise Inside Salvation -0.0100420
The Element Of One Custard Pie -0.0100609
Custard Pie The Element Of One -0.0100609
Temple From The Within One More Time -0.0100750
One More Time Temple From The Within -0.0100750
Running to Stand Still One More Time -0.0100757
One More Time Running to Stand Still -0.0100757
The Rover Harder, Better, Faster, Stronger -0.0100880
Harder, Better, Faster, Stronger The Rover -0.0100880
The Duellists Bullet the Blue Sky -0.0101221
Bullet the Blue Sky The Duellists -0.0101221
Custard Pie Mellow -0.0101532
Mellow Custard Pie -0.0101532
When The Balance Is Broken Mothers of the Disappeared -0.0101532
Mothers of the Disappeared When The Balance Is Broken -0.0101532
With or Without You Boogie With Stu -0.0101659
Boogie With Stu With or Without You -0.0101659
Life To Lifeless Mothers of the Disappeared -0.0102833
Mothers of the Disappeared Life To Lifeless -0.0102833
Hercules Bullet the Blue Sky -0.0103072
Bullet the Blue Sky Hercules -0.0103072
Salvation Mothers of the Disappeared -0.0103164
Mothers of the Disappeared Salvation -0.0103164
Custard Pie Rise Inside -0.0103227
Rise Inside Custard Pie -0.0103227
Powerslave Too Long -0.0103237
Too Long Powerslave -0.0103237
Trip Through Your Wires Two Minutes To Midnight -0.0103546
Two Minutes To Midnight Trip Through Your Wires -0.0103546
Trip Through Your Wires Mellow -0.0104144
Mellow Trip Through Your Wires -0.0104144
With or Without You Night Flight -0.0104566
Night Flight With or Without You -0.0104566
Self Revolution One More Time -0.0104780
One More Time Self Revolution -0.0104780
With or Without You Rise Inside -0.0104804
Rise Inside With or Without You -0.0104804
Mona Lisas and Mad Hatters Trip Through Your Wires -0.0104811
Trip Through Your Wires Mona Lisas and Mad Hatters -0.0104811
The Duellists Black Country Woman -0.0104889
Black Country Woman The Duellists -0.0104889
The Rover Running to Stand Still -0.0104971
Running to Stand Still The Rover -0.0104971
Amy Back In The Village -0.0105594
Back In The Village Amy -0.0105594
Just Barely Breathing Black Country Woman -0.0106486
Black Country Woman Just Barely Breathing -0.0106486
To The Sons Of Man Digital Love -0.0106664
Digital Love To The Sons Of Man -0.0106664
Just Barely Breathing In The Light -0.0106729
In The Light Just Barely Breathing -0.0106729
My Last Serenade Mothers of the Disappeared -0.0107266
Mothers of the Disappeared My Last Serenade -0.0107266
Mona Lisas and Mad Hatters Black Country Woman -0.0107393
Black Country Woman Mona Lisas and Mad Hatters -0.0107393
Mona Lisas and Mad Hatters Exit -0.0107431
Exit Mona Lisas and Mad Hatters -0.0107431
Aces High Black Country Woman -0.0107503
Black Country Woman Aces High -0.0107503
With or Without You Mothers of the Disappeared -0.0107668
Mothers of the Disappeared With or Without You -0.0107668
Aces High In The Light -0.0107748
In The Light Aces High -0.0107748
Flash Of The Blade Black Country Woman -0.0107866
Black Country Woman Flash Of The Blade -0.0107866
Hercules Down By The Seaside -0.0107878
Down By The Seaside Hercules -0.0107878
Face To Face Kashmir -0.0108064
Kashmir Face To Face -0.0108064
The Rover Too Long -0.0108298
Too Long The Rover -0.0108298
Exit Numbered Days -0.0108379
Numbered Days Exit -0.0108379
Amy One More Time -0.0108441
One More Time Amy -0.0108441
To The Sons Of Man Down By The Seaside -0.0110005
Down By The Seaside To The Sons Of Man -0.0110005
Just Barely Breathing Aces High -0.0110040
Aces High Just Barely Breathing -0.0110040
Powerslave Back In The Village -0.0110073
Back In The Village Powerslave -0.0110073
Custard Pie Bullet the Blue Sky -0.0110078
Bullet the Blue Sky Custard Pie -0.0110078
One Tree Hill One More Time -0.0110245
One More Time One Tree Hill -0.0110245
In My Time Of Dying Back In The Village -0.0110519
Back In The Village In My Time Of Dying -0.0110519
The Element Of One I Still Haven’t Found What I’m Looking For -0.0111478
I Still Haven’t Found What I’m Looking For The Element Of One -0.0111478
Susie (Dramas) Two Minutes To Midnight -0.0111500
Two Minutes To Midnight Susie (Dramas) -0.0111500
Fixation On The Darkness Mothers of the Disappeared -0.0112114
Mothers of the Disappeared Fixation On The Darkness -0.0112114
When The Balance Is Broken To The Sons Of Man -0.0112140
To The Sons Of Man When The Balance Is Broken -0.0112140
I Think I’m Going to Kill Myself Black Country Woman -0.0112357
Black Country Woman I Think I’m Going to Kill Myself -0.0112357
The Element Of One Rocket Man (I think It’s Going to Be a Long, Long Time) -0.0113042
Rocket Man (I think It’s Going to Be a Long, Long Time) The Element Of One -0.0113042
Rocket Man (I think It’s Going to Be a Long, Long Time) In God’s Country -0.0113226
In God’s Country Rocket Man (I think It’s Going to Be a Long, Long Time) -0.0113226
Flash Of The Blade One More Time -0.0113254
One More Time Flash Of The Blade -0.0113254
The Element Of One Trip Through Your Wires -0.0113269
Trip Through Your Wires The Element Of One -0.0113269
Temple From The Within Boogie With Stu -0.0113444
Boogie With Stu Temple From The Within -0.0113444
Temple From The Within Trampled Under Foot -0.0113461
Trampled Under Foot Temple From The Within -0.0113461
Life To Lifeless To The Sons Of Man -0.0113578
To The Sons Of Man Life To Lifeless -0.0113578
I Think I’m Going to Kill Myself The Duellists -0.0113844
The Duellists I Think I’m Going to Kill Myself -0.0113844
Digital Love Back In The Village -0.0114102
Back In The Village Digital Love -0.0114102
I Still Haven’t Found What I’m Looking For Rise Inside -0.0114380
Rise Inside I Still Haven’t Found What I’m Looking For -0.0114380
In My Time Of Dying I Still Haven’t Found What I’m Looking For -0.0115235
I Still Haven’t Found What I’m Looking For In My Time Of Dying -0.0115235
Mona Lisas and Mad Hatters Kashmir -0.0115681
Kashmir Mona Lisas and Mad Hatters -0.0115681
Trip Through Your Wires Rise Inside -0.0116217
Rise Inside Trip Through Your Wires -0.0116217
Red Hill Mining Town Numbered Days -0.0117208
Numbered Days Red Hill Mining Town -0.0117208
I Think I’m Going to Kill Myself Running to Stand Still -0.0117214
Running to Stand Still I Think I’m Going to Kill Myself -0.0117214
Vide Infra In The Light -0.0117233
In The Light Vide Infra -0.0117233
When The Balance Is Broken Digital Love -0.0117566
Digital Love When The Balance Is Broken -0.0117566
The Element Of One Mellow -0.0117671
Mellow The Element Of One -0.0117671
Self Revolution Boogie With Stu -0.0117982
Boogie With Stu Self Revolution -0.0117982
My Last Serenade To The Sons Of Man -0.0118474
To The Sons Of Man My Last Serenade -0.0118474
Vide Infra The Duellists -0.0118514
The Duellists Vide Infra -0.0118514
Amy Bullet the Blue Sky -0.0118550
Bullet the Blue Sky Amy -0.0118550
When The Balance Is Broken Where the Streets Have No Name -0.0118668
Where the Streets Have No Name When The Balance Is Broken -0.0118668
Ten Years Gone Back In The Village -0.0118887
Back In The Village Ten Years Gone -0.0118887
With or Without You To The Sons Of Man -0.0118917
To The Sons Of Man With or Without You -0.0118917
Life To Lifeless Digital Love -0.0119073
Digital Love Life To Lifeless -0.0119073
Back In The Village Numbered Days -0.0119258
Numbered Days Back In The Village -0.0119258
Vide Infra In My Time Of Dying -0.0119274
In My Time Of Dying Vide Infra -0.0119274
Bullet the Blue Sky Black Country Woman -0.0119410
Black Country Woman Bullet the Blue Sky -0.0119410
When The Balance Is Broken Back In The Village -0.0119960
Back In The Village When The Balance Is Broken -0.0119960
Life To Lifeless Where the Streets Have No Name -0.0120189
Where the Streets Have No Name Life To Lifeless -0.0120189
Face To Face Boogie With Stu -0.0120867
Boogie With Stu Face To Face -0.0120867
Face To Face Bullet the Blue Sky -0.0121215
Bullet the Blue Sky Face To Face -0.0121215
Face To Face The Element Of One -0.0121445
The Element Of One Face To Face -0.0121445
Life To Lifeless Back In The Village -0.0121498
Back In The Village Life To Lifeless -0.0121498
Slave Kashmir -0.0121759
Kashmir Slave -0.0121759
Salvation Back In The Village -0.0121888
Back In The Village Salvation -0.0121888
The Element Of One Amy -0.0122688
Amy The Element Of One -0.0122688
Life To Lifeless Down By The Seaside -0.0122803
Down By The Seaside Life To Lifeless -0.0122803
Vide Infra One More Time -0.0122809
One More Time Vide Infra -0.0122809
Salvation Down By The Seaside -0.0123198
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The Duellists In My Time Of Dying -0.0123207
In My Time Of Dying The Duellists -0.0123207
Mona Lisas and Mad Hatters Two Minutes To Midnight -0.0123823
Two Minutes To Midnight Mona Lisas and Mad Hatters -0.0123823
Custard Pie Where the Streets Have No Name -0.0123946
Where the Streets Have No Name Custard Pie -0.0123946
The Duellists Boogie With Stu -0.0124004
Boogie With Stu The Duellists -0.0124004
Just Barely Breathing Powerslave -0.0124109
Powerslave Just Barely Breathing -0.0124109
Susie (Dramas) Boogie With Stu -0.0124132
Boogie With Stu Susie (Dramas) -0.0124132
Hercules Black Country Woman -0.0124601
Black Country Woman Hercules -0.0124601
Face To Face Rise Inside -0.0124606
Rise Inside Face To Face -0.0124606
With or Without You Digital Love -0.0124671
Digital Love With or Without You -0.0124671
The Rover I Still Haven’t Found What I’m Looking For -0.0124678
I Still Haven’t Found What I’m Looking For The Rover -0.0124678
Temple From The Within Bullet the Blue Sky -0.0124714
Bullet the Blue Sky Temple From The Within -0.0124714
Self Revolution Mothers of the Disappeared -0.0124955
Mothers of the Disappeared Self Revolution -0.0124955
Life To Lifeless When The Balance Is Broken -0.0125186
When The Balance Is Broken Life To Lifeless -0.0125186
Bullet the Blue Sky One More Time -0.0125374
One More Time Bullet the Blue Sky -0.0125374
Powerslave Black Country Woman -0.0125479
Black Country Woman Powerslave -0.0125479
Just Barely Breathing Boogie With Stu -0.0125892
Boogie With Stu Just Barely Breathing -0.0125892
The Rover Aces High -0.0126025
Aces High The Rover -0.0126025
I Think I’m Going to Kill Myself In God’s Country -0.0126294
In God’s Country I Think I’m Going to Kill Myself -0.0126294
Night Flight Back In The Village -0.0126637
Back In The Village Night Flight -0.0126637
Custard Pie Down By The Seaside -0.0126642
Down By The Seaside Custard Pie -0.0126642
My Last Serenade Back In The Village -0.0126735
Back In The Village My Last Serenade -0.0126735
With or Without You Back In The Village -0.0127209
Back In The Village With or Without You -0.0127209
Flash Of The Blade Boogie With Stu -0.0127523
Boogie With Stu Flash Of The Blade -0.0127523
The Element Of One Mona Lisas and Mad Hatters -0.0127571
Mona Lisas and Mad Hatters The Element Of One -0.0127571
The Element Of One Aces High -0.0127702
Aces High The Element Of One -0.0127702
Face To Face Mothers of the Disappeared -0.0128011
Mothers of the Disappeared Face To Face -0.0128011
The Element Of One Flash Of The Blade -0.0128133
Flash Of The Blade The Element Of One -0.0128133
The Rover I Think I’m Going to Kill Myself -0.0128314
I Think I’m Going to Kill Myself The Rover -0.0128314
Self Revolution Two Minutes To Midnight -0.0128314
Two Minutes To Midnight Self Revolution -0.0128314
Susie (Dramas) The Duellists -0.0128343
The Duellists Susie (Dramas) -0.0128343
Custard Pie Numbered Days -0.0128344
Numbered Days Custard Pie -0.0128344
When The Balance Is Broken Custard Pie -0.0129100
Custard Pie When The Balance Is Broken -0.0129100
Mothers of the Disappeared Amy -0.0129321
Amy Mothers of the Disappeared -0.0129321
Honky Cat Amy -0.0129493
Amy Honky Cat -0.0129493
I Think I’m Going to Kill Myself Rime Of The Ancient Mariner -0.0130292
Rime Of The Ancient Mariner I Think I’m Going to Kill Myself -0.0130292
My Last Serenade When The Balance Is Broken -0.0130582
When The Balance Is Broken My Last Serenade -0.0130582
Life To Lifeless Custard Pie -0.0130755
Custard Pie Life To Lifeless -0.0130755
To The Sons Of Man Exit -0.0131374
Exit To The Sons Of Man -0.0131374
Flash Of The Blade Rise Inside -0.0131468
Rise Inside Flash Of The Blade -0.0131468
To The Sons Of Man Rocket Man (I think It’s Going to Be a Long, Long Time) -0.0131603
Rocket Man (I think It’s Going to Be a Long, Long Time) To The Sons Of Man -0.0131603
Powerslave One More Time -0.0131747
One More Time Powerslave -0.0131747
Just Barely Breathing Trampled Under Foot -0.0132063
Trampled Under Foot Just Barely Breathing -0.0132063
To The Sons Of Man Running to Stand Still -0.0132712
Running to Stand Still To The Sons Of Man -0.0132712
With or Without You Life To Lifeless -0.0132752
Life To Lifeless With or Without You -0.0132752
Trampled Under Foot Back In The Village -0.0132933
Back In The Village Trampled Under Foot -0.0132933
I Still Haven’t Found What I’m Looking For Two Minutes To Midnight -0.0133268
Two Minutes To Midnight I Still Haven’t Found What I’m Looking For -0.0133268
Powerslave Trampled Under Foot -0.0133442
Trampled Under Foot Powerslave -0.0133442
I Think I’m Going to Kill Myself The Element Of One -0.0133468
The Element Of One I Think I’m Going to Kill Myself -0.0133468
Vide Infra The Rover -0.0133578
The Rover Vide Infra -0.0133578
Hercules Exit -0.0133678
Exit Hercules -0.0133678
Mothers of the Disappeared Aces High -0.0134606
Aces High Mothers of the Disappeared -0.0134606
Exit Aces High -0.0135365
Aces High Exit -0.0135365
My Last Serenade Custard Pie -0.0136391
Custard Pie My Last Serenade -0.0136391
Fixation On The Darkness When The Balance Is Broken -0.0136484
When The Balance Is Broken Fixation On The Darkness -0.0136484
Rime Of The Ancient Mariner Too Long -0.0136848
Too Long Rime Of The Ancient Mariner -0.0136848
With or Without You Custard Pie -0.0136901
Custard Pie With or Without You -0.0136901
Honky Cat Mellow -0.0137742
Mellow Honky Cat -0.0137742
Trip Through Your Wires Digital Love -0.0138248
Digital Love Trip Through Your Wires -0.0138248
Vide Infra Boogie With Stu -0.0138283
Boogie With Stu Vide Infra -0.0138283
With or Without You My Last Serenade -0.0138474
My Last Serenade With or Without You -0.0138474
Self Revolution Trampled Under Foot -0.0139097
Trampled Under Foot Self Revolution -0.0139097
Ten Years Gone Mothers of the Disappeared -0.0140455
Mothers of the Disappeared Ten Years Gone -0.0140455
Trip Through Your Wires Back In The Village -0.0141063
Back In The Village Trip Through Your Wires -0.0141063
Susie (Dramas) In My Time Of Dying -0.0141136
In My Time Of Dying Susie (Dramas) -0.0141136
Boogie With Stu Bullet the Blue Sky -0.0141171
Bullet the Blue Sky Boogie With Stu -0.0141171
Amy Rime Of The Ancient Mariner -0.0141725
Rime Of The Ancient Mariner Amy -0.0141725
The Wanton Song Hercules -0.0141840
Hercules The Wanton Song -0.0141840
The Element Of One Bullet the Blue Sky -0.0141846
Bullet the Blue Sky The Element Of One -0.0141846
Fixation On The Darkness Custard Pie -0.0142554
Custard Pie Fixation On The Darkness -0.0142554
Night Flight Bullet the Blue Sky -0.0142812
Bullet the Blue Sky Night Flight -0.0142812
When The Balance Is Broken I Still Haven’t Found What I’m Looking For -0.0143047
I Still Haven’t Found What I’m Looking For When The Balance Is Broken -0.0143047
Temple From The Within Down By The Seaside -0.0143481
Down By The Seaside Temple From The Within -0.0143481
Self Revolution Digital Love -0.0144688
Digital Love Self Revolution -0.0144688
Life To Lifeless I Still Haven’t Found What I’m Looking For -0.0144881
I Still Haven’t Found What I’m Looking For Life To Lifeless -0.0144881
When The Balance Is Broken Rocket Man (I think It’s Going to Be a Long, Long Time) -0.0145054
Rocket Man (I think It’s Going to Be a Long, Long Time) When The Balance Is Broken -0.0145054
To The Sons Of Man The Duellists -0.0145055
The Duellists To The Sons Of Man -0.0145055
Trip Through Your Wires Trampled Under Foot -0.0145114
Trampled Under Foot Trip Through Your Wires -0.0145114
To The Sons Of Man Susie (Dramas) -0.0145205
Susie (Dramas) To The Sons Of Man -0.0145205
Honky Cat Rise Inside -0.0145314
Rise Inside Honky Cat -0.0145314
Kashmir Back In The Village -0.0145611
Back In The Village Kashmir -0.0145611
Powerslave Bullet the Blue Sky -0.0145648
Bullet the Blue Sky Powerslave -0.0145648
The Element Of One Slave -0.0145787
Slave The Element Of One -0.0145787
Susie (Dramas) Aces High -0.0146203
Aces High Susie (Dramas) -0.0146203
Mellow Back In The Village -0.0146545
Back In The Village Mellow -0.0146545
The Element Of One Night Flight -0.0146558
Night Flight The Element Of One -0.0146558
Life To Lifeless Exit -0.0146658
Exit Life To Lifeless -0.0146658
Rime Of The Ancient Mariner Black Country Woman -0.0146683
Black Country Woman Rime Of The Ancient Mariner -0.0146683
Life To Lifeless Rocket Man (I think It’s Going to Be a Long, Long Time) -0.0146913
Rocket Man (I think It’s Going to Be a Long, Long Time) Life To Lifeless -0.0146913
Just Barely Breathing To The Sons Of Man -0.0147264
To The Sons Of Man Just Barely Breathing -0.0147264
To The Sons Of Man Flash Of The Blade -0.0149172
Flash Of The Blade To The Sons Of Man -0.0149172
Self Revolution Down By The Seaside -0.0149220
Down By The Seaside Self Revolution -0.0149220
Honky Cat Mothers of the Disappeared -0.0149285
Mothers of the Disappeared Honky Cat -0.0149285
Hercules Mellow -0.0149370
Mellow Hercules -0.0149370
Face To Face Where the Streets Have No Name -0.0149616
Where the Streets Have No Name Face To Face -0.0149616
Mothers of the Disappeared Kashmir -0.0149661
Kashmir Mothers of the Disappeared -0.0149661
The Rover Susie (Dramas) -0.0150430
Susie (Dramas) The Rover -0.0150430
When The Balance Is Broken Mellow -0.0150995
Mellow When The Balance Is Broken -0.0150995
Face To Face Back In The Village -0.0151245
Back In The Village Face To Face -0.0151245
Trip Through Your Wires Custard Pie -0.0151810
Custard Pie Trip Through Your Wires -0.0151810
Self Revolution When The Balance Is Broken -0.0152116
When The Balance Is Broken Self Revolution -0.0152116
In My Time Of Dying One Tree Hill -0.0152542
One Tree Hill In My Time Of Dying -0.0152542
Temple From The Within Custard Pie -0.0152771
Custard Pie Temple From The Within -0.0152771
Hercules Mona Lisas and Mad Hatters -0.0152824
Mona Lisas and Mad Hatters Hercules -0.0152824
My Last Serenade Rocket Man (I think It’s Going to Be a Long, Long Time) -0.0153245
Rocket Man (I think It’s Going to Be a Long, Long Time) My Last Serenade -0.0153245
Susie (Dramas) Where the Streets Have No Name -0.0153657
Where the Streets Have No Name Susie (Dramas) -0.0153657
Powerslave Trip Through Your Wires -0.0153801
Trip Through Your Wires Powerslave -0.0153801
With or Without You Rocket Man (I think It’s Going to Be a Long, Long Time) -0.0153819
Rocket Man (I think It’s Going to Be a Long, Long Time) With or Without You -0.0153819
Self Revolution Salvation -0.0154561
Salvation Self Revolution -0.0154561
Face To Face Numbered Days -0.0154924
Numbered Days Face To Face -0.0154924
One Tree Hill Back In The Village -0.0155334
Back In The Village One Tree Hill -0.0155334
Susie (Dramas) Red Hill Mining Town -0.0155614
Red Hill Mining Town Susie (Dramas) -0.0155614
Powerslave Exit -0.0155668
Exit Powerslave -0.0155668
Just Barely Breathing Where the Streets Have No Name -0.0155836
Where the Streets Have No Name Just Barely Breathing -0.0155836
Face To Face When The Balance Is Broken -0.0155836
When The Balance Is Broken Face To Face -0.0155836
Hercules Mothers of the Disappeared -0.0156014
Mothers of the Disappeared Hercules -0.0156014
The Rover The Element Of One -0.0156363
The Element Of One The Rover -0.0156363
Amy Numbered Days -0.0156510
Numbered Days Amy -0.0156510
Slave Flash Of The Blade -0.0156829
Flash Of The Blade Slave -0.0156829
The Duellists Down By The Seaside -0.0156837
Down By The Seaside The Duellists -0.0156837
When The Balance Is Broken Amy -0.0157431
Amy When The Balance Is Broken -0.0157431
Just Barely Breathing Back In The Village -0.0157533
Back In The Village Just Barely Breathing -0.0157533
Amy Two Minutes To Midnight -0.0157568
Two Minutes To Midnight Amy -0.0157568
Rime Of The Ancient Mariner Harder, Better, Faster, Stronger -0.0157592
Harder, Better, Faster, Stronger Rime Of The Ancient Mariner -0.0157592
Face To Face Life To Lifeless -0.0157834
Life To Lifeless Face To Face -0.0157834
Fixation On The Darkness I Still Haven’t Found What I’m Looking For -0.0157956
I Still Haven’t Found What I’m Looking For Fixation On The Darkness -0.0157956
The Element Of One In My Time Of Dying -0.0158414
In My Time Of Dying The Element Of One -0.0158414
Sick Again Rise Inside -0.0158796
Rise Inside Sick Again -0.0158796
Self Revolution Custard Pie -0.0158882
Custard Pie Self Revolution -0.0158882
Life To Lifeless Amy -0.0159449
Amy Life To Lifeless -0.0159449
Flash Of The Blade Back In The Village -0.0159574
Back In The Village Flash Of The Blade -0.0159574
When The Balance Is Broken The Duellists -0.0159881
The Duellists When The Balance Is Broken -0.0159881
Salvation Amy -0.0159962
Amy Salvation -0.0159962
When The Balance Is Broken Susie (Dramas) -0.0160046
Susie (Dramas) When The Balance Is Broken -0.0160046
Fixation On The Darkness Trip Through Your Wires -0.0160493
Trip Through Your Wires Fixation On The Darkness -0.0160493
Flash Of The Blade Down By The Seaside -0.0161288
Down By The Seaside Flash Of The Blade -0.0161288
With or Without You Self Revolution -0.0161309
Self Revolution With or Without You -0.0161309
Self Revolution Night Flight -0.0161388
Night Flight Self Revolution -0.0161388
Life To Lifeless Susie (Dramas) -0.0162097
Susie (Dramas) Life To Lifeless -0.0162097
Susie (Dramas) Salvation -0.0162618
Salvation Susie (Dramas) -0.0162618
Mona Lisas and Mad Hatters Numbered Days -0.0162739
Numbered Days Mona Lisas and Mad Hatters -0.0162739
Red Hill Mining Town Back In The Village -0.0163140
Back In The Village Red Hill Mining Town -0.0163140
Flash Of The Blade Numbered Days -0.0163456
Numbered Days Flash Of The Blade -0.0163456
When The Balance Is Broken Aces High -0.0163865
Aces High When The Balance Is Broken -0.0163865
Just Barely Breathing Life To Lifeless -0.0164396
Life To Lifeless Just Barely Breathing -0.0164396
When The Balance Is Broken Flash Of The Blade -0.0164418
Flash Of The Blade When The Balance Is Broken -0.0164418
I Think I’m Going to Kill Myself Where the Streets Have No Name -0.0164428
Where the Streets Have No Name I Think I’m Going to Kill Myself -0.0164428
Face To Face My Last Serenade -0.0164637
My Last Serenade Face To Face -0.0164637
Honky Cat To The Sons Of Man -0.0164883
To The Sons Of Man Honky Cat -0.0164883
Face To Face With or Without You -0.0165254
With or Without You Face To Face -0.0165254
Life To Lifeless Aces High -0.0165966
Aces High Life To Lifeless -0.0165966
In My Time Of Dying Red Hill Mining Town -0.0166262
Red Hill Mining Town In My Time Of Dying -0.0166262
Slave Hercules -0.0166442
Hercules Slave -0.0166442
Life To Lifeless Flash Of The Blade -0.0166526
Flash Of The Blade Life To Lifeless -0.0166526
Powerslave Amy -0.0166590
Amy Powerslave -0.0166590
Hercules The Duellists -0.0166670
The Duellists Hercules -0.0166670
With or Without You Amy -0.0166945
Amy With or Without You -0.0166945
Susie (Dramas) Custard Pie -0.0167164
Custard Pie Susie (Dramas) -0.0167164
Just Barely Breathing Custard Pie -0.0169535
Custard Pie Just Barely Breathing -0.0169535
With or Without You The Duellists -0.0169543
The Duellists With or Without You -0.0169543
With or Without You Susie (Dramas) -0.0169717
Susie (Dramas) With or Without You -0.0169717
Susie (Dramas) Kashmir -0.0170040
Kashmir Susie (Dramas) -0.0170040
Life To Lifeless Red Hill Mining Town -0.0170247
Red Hill Mining Town Life To Lifeless -0.0170247
The Duellists Trampled Under Foot -0.0170568
Trampled Under Foot The Duellists -0.0170568
Slave Aces High -0.0170891
Aces High Slave -0.0170891
Custard Pie Aces High -0.0171154
Aces High Custard Pie -0.0171154
Vide Infra Where the Streets Have No Name -0.0171174
Where the Streets Have No Name Vide Infra -0.0171174
I Think I’m Going to Kill Myself When The Balance Is Broken -0.0171265
When The Balance Is Broken I Think I’m Going to Kill Myself -0.0171265
Just Barely Breathing My Last Serenade -0.0171482
My Last Serenade Just Barely Breathing -0.0171482
Temple From The Within Rocket Man (I think It’s Going to Be a Long, Long Time) -0.0171650
Rocket Man (I think It’s Going to Be a Long, Long Time) Temple From The Within -0.0171650
Temple From The Within Trip Through Your Wires -0.0171996
Trip Through Your Wires Temple From The Within -0.0171996
Face To Face Fixation On The Darkness -0.0172078
Fixation On The Darkness Face To Face -0.0172078
To The Sons Of Man Hercules -0.0172315
Hercules To The Sons Of Man -0.0172315
Vide Infra Back In The Village -0.0173037
Back In The Village Vide Infra -0.0173037
Life To Lifeless Ten Years Gone -0.0173177
Ten Years Gone Life To Lifeless -0.0173177
Honky Cat Aces High -0.0173385
Aces High Honky Cat -0.0173385
To The Sons Of Man Powerslave -0.0173530
Powerslave To The Sons Of Man -0.0173530
With or Without You Mona Lisas and Mad Hatters -0.0173589
Mona Lisas and Mad Hatters With or Without You -0.0173589
Running to Stand Still Two Minutes To Midnight -0.0173854
Two Minutes To Midnight Running to Stand Still -0.0173854
With or Without You Flash Of The Blade -0.0174354
Flash Of The Blade With or Without You -0.0174354
Honky Cat Where the Streets Have No Name -0.0174481
Where the Streets Have No Name Honky Cat -0.0174481
Life To Lifeless In God’s Country -0.0175162
In God’s Country Life To Lifeless -0.0175162
Self Revolution I Still Haven’t Found What I’m Looking For -0.0176048
I Still Haven’t Found What I’m Looking For Self Revolution -0.0176048
Honky Cat Back In The Village -0.0176380
Back In The Village Honky Cat -0.0176380
Flash Of The Blade Trampled Under Foot -0.0176473
Trampled Under Foot Flash Of The Blade -0.0176473
Self Revolution Exit -0.0178206
Exit Self Revolution -0.0178206
Self Revolution Rocket Man (I think It’s Going to Be a Long, Long Time) -0.0178516
Rocket Man (I think It’s Going to Be a Long, Long Time) Self Revolution -0.0178516
Self Revolution Trip Through Your Wires -0.0178876
Trip Through Your Wires Self Revolution -0.0178876
The Rover Rime Of The Ancient Mariner -0.0178942
Rime Of The Ancient Mariner The Rover -0.0178942
Just Barely Breathing Fixation On The Darkness -0.0179232
Fixation On The Darkness Just Barely Breathing -0.0179232
Self Revolution Running to Stand Still -0.0180021
Running to Stand Still Self Revolution -0.0180021
Powerslave Kashmir -0.0180057
Kashmir Powerslave -0.0180057
Sick Again To The Sons Of Man -0.0180181
To The Sons Of Man Sick Again -0.0180181
Face To Face I Still Haven’t Found What I’m Looking For -0.0180353
I Still Haven’t Found What I’m Looking For Face To Face -0.0180353
My Last Serenade I Think I’m Going to Kill Myself -0.0180937
I Think I’m Going to Kill Myself My Last Serenade -0.0180937
In My Time Of Dying Two Minutes To Midnight -0.0181587
Two Minutes To Midnight In My Time Of Dying -0.0181587
With or Without You I Think I’m Going to Kill Myself -0.0181614
I Think I’m Going to Kill Myself With or Without You -0.0181614
Honky Cat When The Balance Is Broken -0.0181735
When The Balance Is Broken Honky Cat -0.0181735
When The Balance Is Broken Bullet the Blue Sky -0.0182014
Bullet the Blue Sky When The Balance Is Broken -0.0182014
The Rover To The Sons Of Man -0.0182037
To The Sons Of Man The Rover -0.0182037
Hercules Where the Streets Have No Name -0.0182346
Where the Streets Have No Name Hercules -0.0182346
Face To Face Exit -0.0182564
Exit Face To Face -0.0182564
Face To Face Rocket Man (I think It’s Going to Be a Long, Long Time) -0.0182882
Rocket Man (I think It’s Going to Be a Long, Long Time) Face To Face -0.0182882
The Rover Honky Cat -0.0183032
Honky Cat The Rover -0.0183032
Hercules One Tree Hill -0.0183358
One Tree Hill Hercules -0.0183358
Powerslave Where the Streets Have No Name -0.0183632
Where the Streets Have No Name Powerslave -0.0183632
Susie (Dramas) Rime Of The Ancient Mariner -0.0183742
Rime Of The Ancient Mariner Susie (Dramas) -0.0183742
Life To Lifeless Honky Cat -0.0184065
Honky Cat Life To Lifeless -0.0184065
Hercules Back In The Village -0.0184331
Back In The Village Hercules -0.0184331
Face To Face Temple From The Within -0.0184410
Temple From The Within Face To Face -0.0184410
Face To Face Running to Stand Still -0.0184424
Running to Stand Still Face To Face -0.0184424
To The Sons Of Man In My Time Of Dying -0.0184425
In My Time Of Dying To The Sons Of Man -0.0184425
Life To Lifeless Kashmir -0.0184528
Kashmir Life To Lifeless -0.0184528
Rocket Man (I think It’s Going to Be a Long, Long Time) Amy -0.0184754
Amy Rocket Man (I think It’s Going to Be a Long, Long Time) -0.0184754
The Duellists I Still Haven’t Found What I’m Looking For -0.0185034
I Still Haven’t Found What I’m Looking For The Duellists -0.0185034
Trip Through Your Wires Amy -0.0185126
Amy Trip Through Your Wires -0.0185126
Susie (Dramas) I Still Haven’t Found What I’m Looking For -0.0185224
I Still Haven’t Found What I’m Looking For Susie (Dramas) -0.0185224
Vide Infra Custard Pie -0.0186221
Custard Pie Vide Infra -0.0186221
Vide Infra Night Flight -0.0187249
Night Flight Vide Infra -0.0187249
Rocket Man (I think It’s Going to Be a Long, Long Time) The Duellists -0.0187629
The Duellists Rocket Man (I think It’s Going to Be a Long, Long Time) -0.0187629
Flash Of The Blade Two Minutes To Midnight -0.0187633
Two Minutes To Midnight Flash Of The Blade -0.0187633
Ten Years Gone Powerslave -0.0187790
Powerslave Ten Years Gone -0.0187790
Just Barely Breathing I Still Haven’t Found What I’m Looking For -0.0187851
I Still Haven’t Found What I’m Looking For Just Barely Breathing -0.0187851
When The Balance Is Broken Night Flight -0.0188061
Night Flight When The Balance Is Broken -0.0188061
Susie (Dramas) Trip Through Your Wires -0.0188200
Trip Through Your Wires Susie (Dramas) -0.0188200
Vide Infra My Last Serenade -0.0188360
My Last Serenade Vide Infra -0.0188360
The Duellists Running to Stand Still -0.0189211
Running to Stand Still The Duellists -0.0189211
Life To Lifeless Slave -0.0189470
Slave Life To Lifeless -0.0189470
Just Barely Breathing Exit -0.0190155
Exit Just Barely Breathing -0.0190155
Flash Of The Blade I Still Haven’t Found What I’m Looking For -0.0190285
I Still Haven’t Found What I’m Looking For Flash Of The Blade -0.0190285
Just Barely Breathing Rocket Man (I think It’s Going to Be a Long, Long Time) -0.0190486
Rocket Man (I think It’s Going to Be a Long, Long Time) Just Barely Breathing -0.0190486
Fixation On The Darkness In God’s Country -0.0190969
In God’s Country Fixation On The Darkness -0.0190969
Flash Of The Blade Kashmir -0.0192061
Kashmir Flash Of The Blade -0.0192061
Just Barely Breathing Temple From The Within -0.0192078
Temple From The Within Just Barely Breathing -0.0192078
My Last Serenade Kashmir -0.0192482
Kashmir My Last Serenade -0.0192482
With or Without You Honky Cat -0.0192718
Honky Cat With or Without You -0.0192718
Sick Again Back In The Village -0.0192745
Back In The Village Sick Again -0.0192745
Trip Through Your Wires Flash Of The Blade -0.0193342
Flash Of The Blade Trip Through Your Wires -0.0193342
Temple From The Within Aces High -0.0193911
Aces High Temple From The Within -0.0193911
Flash Of The Blade Running to Stand Still -0.0194580
Running to Stand Still Flash Of The Blade -0.0194580
The Rover Back In The Village -0.0194730
Back In The Village The Rover -0.0194730
Rime Of The Ancient Mariner One More Time -0.0195161
One More Time Rime Of The Ancient Mariner -0.0195161
Self Revolution Susie (Dramas) -0.0196967
Susie (Dramas) Self Revolution -0.0196967
Night Flight Rime Of The Ancient Mariner -0.0197428
Rime Of The Ancient Mariner Night Flight -0.0197428
Ten Years Gone I Still Haven’t Found What I’m Looking For -0.0197885
I Still Haven’t Found What I’m Looking For Ten Years Gone -0.0197885
Just Barely Breathing Mellow -0.0198288
Mellow Just Barely Breathing -0.0198288
Face To Face Amy -0.0198488
Amy Face To Face -0.0198488
Rime Of The Ancient Mariner Back In The Village -0.0198956
Back In The Village Rime Of The Ancient Mariner -0.0198956
Just Barely Breathing Self Revolution -0.0199761
Self Revolution Just Barely Breathing -0.0199761
The Rover When The Balance Is Broken -0.0200642
When The Balance Is Broken The Rover -0.0200642
My Last Serenade Hercules -0.0200653
Hercules My Last Serenade -0.0200653
Fixation On The Darkness Bullet the Blue Sky -0.0200984
Bullet the Blue Sky Fixation On The Darkness -0.0200984
Ten Years Gone Trip Through Your Wires -0.0201064
Trip Through Your Wires Ten Years Gone -0.0201064
I Think I’m Going to Kill Myself Trip Through Your Wires -0.0201393
Trip Through Your Wires I Think I’m Going to Kill Myself -0.0201393
Self Revolution Mona Lisas and Mad Hatters -0.0201461
Mona Lisas and Mad Hatters Self Revolution -0.0201461
Face To Face The Duellists -0.0201577
The Duellists Face To Face -0.0201577
Self Revolution Aces High -0.0201668
Aces High Self Revolution -0.0201668
Self Revolution Flash Of The Blade -0.0202349
Flash Of The Blade Self Revolution -0.0202349
The Rover Life To Lifeless -0.0203214
Life To Lifeless The Rover -0.0203214
When The Balance Is Broken In My Time Of Dying -0.0203275
In My Time Of Dying When The Balance Is Broken -0.0203275
Face To Face Trampled Under Foot -0.0203581
Trampled Under Foot Face To Face -0.0203581
The Duellists Amy -0.0203640
Amy The Duellists -0.0203640
Boogie With Stu Rime Of The Ancient Mariner -0.0204591
Rime Of The Ancient Mariner Boogie With Stu -0.0204591
Face To Face Just Barely Breathing -0.0204646
Just Barely Breathing Face To Face -0.0204646
Life To Lifeless In My Time Of Dying -0.0205881
In My Time Of Dying Life To Lifeless -0.0205881
Vide Infra I Still Haven’t Found What I’m Looking For -0.0206340
I Still Haven’t Found What I’m Looking For Vide Infra -0.0206340
Face To Face Mona Lisas and Mad Hatters -0.0206388
Mona Lisas and Mad Hatters Face To Face -0.0206388
Face To Face Aces High -0.0206600
Aces High Face To Face -0.0206600
Just Barely Breathing Amy -0.0206740
Amy Just Barely Breathing -0.0206740
Self Revolution Red Hill Mining Town -0.0206871
Red Hill Mining Town Self Revolution -0.0206871
Slave Bullet the Blue Sky -0.0206951
Bullet the Blue Sky Slave -0.0206951
Bullet the Blue Sky Rime Of The Ancient Mariner -0.0208963
Rime Of The Ancient Mariner Bullet the Blue Sky -0.0208963
Susie (Dramas) Trampled Under Foot -0.0209080
Trampled Under Foot Susie (Dramas) -0.0209080
Vide Infra Rocket Man (I think It’s Going to Be a Long, Long Time) -0.0209234
Rocket Man (I think It’s Going to Be a Long, Long Time) Vide Infra -0.0209234
Flash Of The Blade Amy -0.0209419
Amy Flash Of The Blade -0.0209419
Vide Infra Trip Through Your Wires -0.0209655
Trip Through Your Wires Vide Infra -0.0209655
Face To Face The Wanton Song -0.0209795
The Wanton Song Face To Face -0.0209795
Just Barely Breathing The Duellists -0.0209958
The Duellists Just Barely Breathing -0.0209958
Just Barely Breathing Susie (Dramas) -0.0210174
Susie (Dramas) Just Barely Breathing -0.0210174
Self Revolution Ten Years Gone -0.0210431
Ten Years Gone Self Revolution -0.0210431
Digital Love Rime Of The Ancient Mariner -0.0210584
Rime Of The Ancient Mariner Digital Love -0.0210584
I Still Haven’t Found What I’m Looking For Kashmir -0.0210855
Kashmir I Still Haven’t Found What I’m Looking For -0.0210855
Mona Lisas and Mad Hatters The Duellists -0.0211745
The Duellists Mona Lisas and Mad Hatters -0.0211745
Self Revolution In God’s Country -0.0212842
In God’s Country Self Revolution -0.0212842
Susie (Dramas) Flash Of The Blade -0.0212896
Flash Of The Blade Susie (Dramas) -0.0212896
Flash Of The Blade One Tree Hill -0.0212902
One Tree Hill Flash Of The Blade -0.0212902
My Last Serenade In My Time Of Dying -0.0214755
In My Time Of Dying My Last Serenade -0.0214755
The Wanton Song The Duellists -0.0215240
The Duellists The Wanton Song -0.0215240
Face To Face I Think I’m Going to Kill Myself -0.0215929
I Think I’m Going to Kill Myself Face To Face -0.0215929
Face To Face In God’s Country -0.0218047
In God’s Country Face To Face -0.0218047
I Think I’m Going to Kill Myself Amy -0.0218139
Amy I Think I’m Going to Kill Myself -0.0218139
Sick Again Fixation On The Darkness -0.0219294
Fixation On The Darkness Sick Again -0.0219294
Hercules I Still Haven’t Found What I’m Looking For -0.0219807
I Still Haven’t Found What I’m Looking For Hercules -0.0219807
Slave Trip Through Your Wires -0.0219981
Trip Through Your Wires Slave -0.0219981
Ten Years Gone The Duellists -0.0221172
The Duellists Ten Years Gone -0.0221172
Hercules Trip Through Your Wires -0.0223338
Trip Through Your Wires Hercules -0.0223338
Rocket Man (I think It’s Going to Be a Long, Long Time) Rime Of The Ancient Mariner -0.0223421
Rime Of The Ancient Mariner Rocket Man (I think It’s Going to Be a Long, Long Time) -0.0223421
Self Revolution Honky Cat -0.0223660
Honky Cat Self Revolution -0.0223660
In God’s Country The Duellists -0.0223707
The Duellists In God’s Country -0.0223707
Susie (Dramas) In God’s Country -0.0223937
In God’s Country Susie (Dramas) -0.0223937
Self Revolution Bullet the Blue Sky -0.0224004
Bullet the Blue Sky Self Revolution -0.0224004
I Think I’m Going to Kill Myself Flash Of The Blade -0.0227820
Flash Of The Blade I Think I’m Going to Kill Myself -0.0227820
Aces High Two Minutes To Midnight -0.0228463
Two Minutes To Midnight Aces High -0.0228463
Hercules Night Flight -0.0229764
Night Flight Hercules -0.0229764
Self Revolution Slave -0.0230228
Slave Self Revolution -0.0230228
Bullet the Blue Sky Kashmir -0.0230837
Kashmir Bullet the Blue Sky -0.0230837
Vide Infra Susie (Dramas) -0.0230859
Susie (Dramas) Vide Infra -0.0230859
Sick Again Exit -0.0232658
Exit Sick Again -0.0232658
Sick Again Temple From The Within -0.0235011
Temple From The Within Sick Again -0.0235011
The Duellists Kashmir -0.0235669
Kashmir The Duellists -0.0235669
Susie (Dramas) Bullet the Blue Sky -0.0235680
Bullet the Blue Sky Susie (Dramas) -0.0235680
Face To Face Slave -0.0235859
Slave Face To Face -0.0235859
Vide Infra Aces High -0.0236369
Aces High Vide Infra -0.0236369
Face To Face Night Flight -0.0237106
Night Flight Face To Face -0.0237106
Vide Infra Flash Of The Blade -0.0237166
Flash Of The Blade Vide Infra -0.0237166
The Rover Temple From The Within -0.0237432
Temple From The Within The Rover -0.0237432
Just Barely Breathing Honky Cat -0.0238657
Honky Cat Just Barely Breathing -0.0238657
Face To Face Hercules -0.0239458
Hercules Face To Face -0.0239458
Hercules Amy -0.0241909
Amy Hercules -0.0241909
The Wanton Song Honky Cat -0.0244661
Honky Cat The Wanton Song -0.0244661
Just Barely Breathing Night Flight -0.0246964
Night Flight Just Barely Breathing -0.0246964
Face To Face Sick Again -0.0250388
Sick Again Face To Face -0.0250388
Hercules Aces High -0.0251795
Aces High Hercules -0.0251795
I Think I’m Going to Kill Myself Bullet the Blue Sky -0.0252202
Bullet the Blue Sky I Think I’m Going to Kill Myself -0.0252202
Just Barely Breathing Two Minutes To Midnight -0.0256097
Two Minutes To Midnight Just Barely Breathing -0.0256097
Hercules Red Hill Mining Town -0.0258291
Red Hill Mining Town Hercules -0.0258291
The Rover The Duellists -0.0259534
The Duellists The Rover -0.0259534
Vide Infra Bullet the Blue Sky -0.0262548
Bullet the Blue Sky Vide Infra -0.0262548
Sick Again Aces High -0.0263289
Aces High Sick Again -0.0263289
Rime Of The Ancient Mariner Two Minutes To Midnight -0.0292012
Two Minutes To Midnight Rime Of The Ancient Mariner -0.0292012
The Rover Hercules -0.0308307
Hercules The Rover -0.0308307
Face To Face Rime Of The Ancient Mariner -0.0313147
Rime Of The Ancient Mariner Face To Face -0.0313147
Mona Lisas and Mad Hatters Rime Of The Ancient Mariner -0.0330403
Rime Of The Ancient Mariner Mona Lisas and Mad Hatters -0.0330403
I Still Haven’t Found What I’m Looking For Rime Of The Ancient Mariner -0.0362750
Rime Of The Ancient Mariner I Still Haven’t Found What I’m Looking For -0.0362750

 

Well this is curious! We created a pairwise correlation plot using the igraph package and using the graph_from_data_frame function with our input dataset. We filtered our dataset to show only correlations stronger than 0.4

From this it appears only Elton John’s Mona Lisa and Mad Hatters and Led Zeppelin’s Down by the Seaside have a connection with a correlation greater than 0.4. Does this mean they are similar songs?

Interesting that no other songs had a high enough correlation in the pairwise calculation to be considered as “significant”.

 

e. Album similarity

Using the QDAP package we have access to a function called trans_venn(). Since we just observed pairwise correlations between songs, let’s take a look at similarity between albums, visualised as a venn diagram.

It appears U2’s The Joshua Tree is a versatile linking centroid in this venn diagram. Can the other albums realistically be “linked” together via The Joshua Tree?

 

f. Song dissimilarity (agreement between lyrics)

Just like the album similarity we calculated in the previous section, we can do something similar for songs. Still using the QDAP package, we can use the Dissimilarity() function. We can perform dissimilarity statistics, using the distance function to calculate dissimilarity statistics by grouping variables.

The Dissimilarity() function will return a matrix of dissimilarity values, which is the agreement between text, or song. We will plot this matrix as a dendogram and identify some potential clusters.

 

This dendogram offers us a very alternative view of how similar and different the individual songs in the collection are. We configured the dendogram to identify 14 clusters and illustrate the borders of these clusters with the coloured rectangles.

Curious how there is one large cluster in the middle, illustrated with the green rectangle.

 

4. Unsupervised Machine Learning

 

a. Topic modelling: Structured Topic Modelling (STM)

Topic modelling is a method for unsupervised classification of documents, similar to clustering on numeric data, which finds natural groups of items even when we’re not sure what we’re looking for or what our target is.

Some questions for guiding this section are:

For this piece, we will use Structured Topic Modelling (STM) and make use of the packages quanteda and stm.

First step is to prepare our input dataset:

 

#Load the libraries
library(quanteda)
library(stm)

# Using our LineToken dataset from earlier, un-nest by single words
# Then we will remove stop words and filter out any more undesirable words
tidy_MusicLyrics <- lineToken %>%
  unnest_tokens(word, text) %>%
  anti_join(stop_words) # %>%
  #filter(word != "")

# check the output from tidy_MusicLyrics and identify any further words to filter out above, rerun the above step if needed.
tidy_MusicLyrics %>%
  count(word, sort = TRUE)
## # A tibble: 90 x 2
##    word         n
##    <chr>    <int>
##  1 time        49
##  2 faster      32
##  3 harder      32
##  4 stronger    32
##  5 ancient     25
##  6 mariner     25
##  7 rime        25
##  8 dying       23
##  9 foot        21
## 10 trampled    21
## # ... with 80 more rows
# Create a Quanteda DFM object, ready to use in the STM
MusicLyrics_dfm <- tidy_MusicLyrics %>%
  count(CATMusicArtist, word, sort = TRUE) %>%
  cast_dfm(CATMusicArtist, word, n)

One of the drawbacks of STM is the need to select the number of topics “K” to train the model with. Fortunately, the stm package comes with lots of functions and support for choosing an appropriate number of topics for the model.

With our DFM object prepared and ready, we can proceed to running the STM model with parameters init.type="Spectral" and k = 0. This will train the model, and the algorithm will use K = 0 to calculate the maximum number of topics itself. From here we can further analyse and refine how many topics would be appropriate to set K to.

The Spectral initialization uses a decomposition of the VxV word co-occurance matrix to identify “anchor” words, which are words that belong to only one topic and therefore identify that topic. The topic loadings of other words are then calculated based on these anchor words. This processes is deterministic, so that the same values are always reached with the same VxV matrix. The problem is that this process assumes that the VxV matrix is generated from the population of an infinite number of documents (or in our case, songs). Therefore, the process does not behave well with infrequent/rare words. The solution to this is to remove infrequent words, although we still need to be careful in situations where we don’t have a lot of documents, in our case we have 59 songs across 6 albums.

## Building corpus... 
## Converting to Lower Case... 
## Removing punctuation... 
## Removing stopwords... 
## Remove Custom Stopwords...
## Removing numbers... 
## Stemming... 
## Creating Output...
# Train the model with 0 clusters K defined. Lets observe how many Topics emerge:
STM_topic_model <- stm(MusicLyrics_dfm, K = 0, seed=12345, verbose = FALSE, init.type = "Spectral")

Training the model on K = 0 clusters identifies 32 topics. We can use labelTopics() to describe the common words associated with each of these 32 topics.

labelTopics(STM_topic_model)
## Topic 1 Top Words:
##       Highest Prob: balance, temple, element, breathing, darkness, fixation, life 
##       FREX: balance, trip, bullet, sky, streets, mining, tree 
##       Lift: balance, temple, element, breathing, darkness, fixation, life 
##       Score: balance, temple, element, breathing, darkness, fixation, life 
## Topic 2 Top Words:
##       Highest Prob: barely, temple, element, breathing, darkness, fixation, life 
##       FREX: barely, trip, bullet, sky, streets, mining, tree 
##       Lift: barely, temple, element, breathing, darkness, fixation, life 
##       Score: barely, temple, element, breathing, darkness, fixation, life 
## Topic 3 Top Words:
##       Highest Prob: black, dying, trampled, kashmir, time, rover, flight 
##       FREX: black, dying, trampled, kashmir, time, rover, flight 
##       Lift: black, kashmir, trampled, dying, rover, flight, woman 
##       Score: black, dying, trampled, kashmir, rover, flight, woman 
## Topic 4 Top Words:
##       Highest Prob: blue, hill, mining, town, red, bullet, trip 
##       FREX: blue, hill, mining, town, red, bullet, trip 
##       Lift: blue, stand, found, tree, bullet, trip, sky 
##       Score: blue, hill, mining, town, red, bullet, trip 
## Topic 5 Top Words:
##       Highest Prob: broken, temple, element, breathing, darkness, fixation, life 
##       FREX: broken, trip, bullet, sky, streets, mining, tree 
##       Lift: broken, temple, element, breathing, darkness, fixation, life 
##       Score: broken, temple, element, breathing, darkness, fixation, life 
## Topic 6 Top Words:
##       Highest Prob: country, hill, town, mining, red, bullet, sky 
##       FREX: country, bullet, sky, streets, trip, tree, found 
##       Lift: country, hill, town, mining, red, bullet, sky 
##       Score: country, hill, town, mining, red, bullet, sky 
## Topic 7 Top Words:
##       Highest Prob: custard, dying, trampled, kashmir, rover, flight, woman 
##       FREX: custard, dying, trampled, kashmir, rover, time, flight 
##       Lift: custard, kashmir, trampled, dying, rover, flight, woman 
##       Score: custard, dying, trampled, kashmir, rover, flight, woman 
## Topic 8 Top Words:
##       Highest Prob: temple, days, element, breathing, darkness, fixation, life 
##       FREX: days, temple, element, breathing, darkness, fixation, life 
##       Lift: days, breathing, darkness, fixation, life, lifeless, revolution 
##       Score: days, temple, element, breathing, darkness, fixation, life 
## Topic 9 Top Words:
##       Highest Prob: disappeared, hill, mining, red, town, bullet, trip 
##       FREX: disappeared, hill, mining, red, town, bullet, trip 
##       Lift: disappeared, hill, mining, red, town, bullet, trip 
##       Score: disappeared, hill, mining, red, town, bullet, trip 
## Topic 10 Top Words:
##       Highest Prob: dramas, it’s, rocket, mona, salvation, amy, cat 
##       FREX: dramas, it’s, rocket, mona, salvation, amy, cat 
##       Lift: dramas, it’s, rocket, mona, salvation, amy, cat 
##       Score: dramas, it’s, rocket, mona, salvation, amy, cat 
## Topic 11 Top Words:
##       Highest Prob: exit, hill, mining, red, town, sky, streets 
##       FREX: exit, hill, mining, red, town, sky, streets 
##       Lift: exit, stand, found, tree, sky, streets, trip 
##       Score: exit, hill, mining, red, town, sky, streets 
## Topic 12 Top Words:
##       Highest Prob: foot, time, dying, trampled, kashmir, rover, flight 
##       FREX: foot, time, dying, trampled, kashmir, rover, flight 
##       Lift: foot, time, pie, boogie, stu, song, wanton 
##       Score: foot, time, dying, trampled, kashmir, rover, flight 
## Topic 13 Top Words:
##       Highest Prob: god's, hill, red, town, mining, bullet, trip 
##       FREX: god's, hill, red, town, mining, bullet, trip 
##       Lift: god's, stand, found, tree, bullet, trip, sky 
##       Score: god's, hill, red, town, mining, bullet, trip 
## Topic 14 Top Words:
##       Highest Prob: infra, temple, element, breathing, darkness, fixation, life 
##       FREX: infra, trip, bullet, sky, streets, mining, tree 
##       Lift: infra, temple, element, breathing, darkness, fixation, life 
##       Score: infra, temple, element, breathing, darkness, fixation, life 
## Topic 15 Top Words:
##       Highest Prob: inside, temple, element, breathing, darkness, fixation, life 
##       FREX: inside, trip, bullet, sky, streets, mining, tree 
##       Lift: inside, temple, element, breathing, darkness, fixation, life 
##       Score: inside, temple, element, breathing, darkness, fixation, life 
## Topic 16 Top Words:
##       Highest Prob: faster, harder, stronger, time, digital, kill, love 
##       FREX: faster, harder, stronger, digital, kill, love, time 
##       Lift: digital, kill, love, faster, harder, stronger, time 
##       Score: faster, harder, stronger, kill, time, digital, love 
## Topic 17 Top Words:
##       Highest Prob: light, dying, trampled, kashmir, time, rover, flight 
##       FREX: light, dying, trampled, kashmir, time, rover, flight 
##       Lift: light, kashmir, trampled, dying, rover, flight, woman 
##       Score: light, dying, trampled, kashmir, rover, flight, woman 
## Topic 18 Top Words:
##       Highest Prob: mad, rocket, it’s, amy, cat, hatters, hercules 
##       FREX: mad, rocket, it’s, amy, cat, hatters, hercules 
##       Lift: mad, amy, cat, hatters, hercules, honky, lisas 
##       Score: mad, rocket, it’s, amy, cat, hatters, hercules 
## Topic 19 Top Words:
##       Highest Prob: mellow, time, rocket, it’s, mona, salvation, amy 
##       FREX: mellow, time, mona, salvation, amy, cat, hatters 
##       Lift: mellow, time, mona, salvation, amy, cat, hatters 
##       Score: mellow, time, rocket, it’s, mona, salvation, amy 
## Topic 20 Top Words:
##       Highest Prob: mothers, hill, mining, town, red, bullet, sky 
##       FREX: mothers, hill, mining, town, red, bullet, sky 
##       Lift: mothers, hill, mining, town, red, bullet, sky 
##       Score: mothers, hill, mining, town, red, bullet, sky 
## Topic 21 Top Words:
##       Highest Prob: night, dying, trampled, kashmir, time, rover, flight 
##       FREX: night, dying, trampled, kashmir, time, rover, flight 
##       Lift: night, kashmir, trampled, dying, rover, flight, woman 
##       Score: night, dying, trampled, kashmir, rover, flight, woman 
## Topic 22 Top Words:
##       Highest Prob: temple, numbered, element, breathing, darkness, fixation, life 
##       FREX: numbered, temple, element, breathing, darkness, fixation, life 
##       Lift: numbered, breathing, darkness, fixation, life, lifeless, revolution 
##       Score: numbered, temple, element, breathing, darkness, fixation, life 
## Topic 23 Top Words:
##       Highest Prob: rise, temple, element, breathing, darkness, fixation, life 
##       FREX: rise, trip, sky, streets, bullet, mining, tree 
##       Lift: rise, temple, element, breathing, darkness, fixation, life 
##       Score: rise, temple, element, breathing, darkness, fixation, life 
## Topic 24 Top Words:
##       Highest Prob: running, hill, town, red, mining, sky, streets 
##       FREX: running, hill, town, red, mining, sky, streets 
##       Lift: running, hill, town, red, mining, sky, streets 
##       Score: running, hill, town, red, mining, sky, streets 
## Topic 25 Top Words:
##       Highest Prob: seaside, time, dying, trampled, kashmir, rover, flight 
##       FREX: seaside, dying, time, trampled, kashmir, rover, flight 
##       Lift: seaside, pie, boogie, stu, wanton, song, woman 
##       Score: seaside, dying, trampled, time, kashmir, rover, flight 
## Topic 26 Top Words:
##       Highest Prob: serenade, temple, element, breathing, darkness, fixation, life 
##       FREX: serenade, trip, bullet, sky, streets, mining, tree 
##       Lift: serenade, temple, element, breathing, darkness, fixation, life 
##       Score: serenade, temple, element, breathing, darkness, fixation, life 
## Topic 27 Top Words:
##       Highest Prob: sick, dying, trampled, time, kashmir, rover, flight 
##       FREX: sick, dying, trampled, time, kashmir, rover, flight 
##       Lift: sick, pie, boogie, stu, song, wanton, woman 
##       Score: sick, dying, trampled, kashmir, rover, time, flight 
## Topic 28 Top Words:
##       Highest Prob: slave, it’s, rocket, mona, salvation, amy, cat 
##       FREX: slave, it’s, rocket, mona, salvation, amy, cat 
##       Lift: slave, it’s, rocket, mona, salvation, amy, cat 
##       Score: slave, it’s, rocket, mona, salvation, amy, cat 
## Topic 29 Top Words:
##       Highest Prob: susie, it’s, rocket, mona, salvation, amy, cat 
##       FREX: susie, it’s, rocket, mona, salvation, amy, cat 
##       Lift: susie, it’s, rocket, mona, salvation, amy, cat 
##       Score: susie, it’s, rocket, mona, salvation, amy, cat 
## Topic 30 Top Words:
##       Highest Prob: ten, dying, trampled, kashmir, time, rover, flight 
##       FREX: ten, dying, trampled, kashmir, time, rover, flight 
##       Lift: ten, kashmir, trampled, dying, rover, flight, woman 
##       Score: ten, dying, trampled, kashmir, rover, flight, woman 
## Topic 31 Top Words:
##       Highest Prob: ancient, mariner, rime, village, midnight, minutes, aces 
##       FREX: ancient, mariner, rime, village, midnight, minutes, aces 
##       Lift: aces, village, ancient, blade, duellists, flash, mariner 
##       Score: ancient, mariner, rime, village, midnight, minutes, aces 
## Topic 32 Top Words:
##       Highest Prob: wires, hill, mining, town, red, trip, sky 
##       FREX: wires, hill, mining, town, red, trip, sky 
##       Lift: wires, stand, found, tree, trip, sky, streets 
##       Score: wires, hill, mining, town, red, trip, sky

We can now use plot.STM() and observe how common each topic is:

stm::plot.STM(STM_topic_model,type = "summary", xlim = c(0, 0.1))

Exploring semantic coherence and exclusivity for each topic using the function stm::topicQuality():

##  [1] -274.6426 -280.0723 -284.9488 -309.0505 -280.0723 -310.3935 -277.7341
##  [8] -280.0723 -310.3935 -303.7534 -310.3935 -277.7341 -310.3935 -280.0723
## [15] -280.0723 -319.9913 -277.7341 -304.2346 -308.3448 -310.3935 -277.7341
## [22] -280.0723 -280.0723 -310.3935 -277.7341 -280.0723 -277.7341 -306.6729
## [29] -306.6729 -277.7341 -303.4867 -310.3935
##  [1] 9.500000 9.500000 9.474528 9.353203 9.500000 9.500000 9.475682
##  [8] 9.496062 9.500000 9.472222 9.353203 9.306970 9.353203 9.500000
## [15] 9.500000 9.380764 9.474528 9.474647 9.420263 9.500000 9.474528
## [22] 9.496062 9.500000 9.500000 9.281457 9.500000 9.281718 9.472209
## [29] 9.472209 9.474528 9.414610 9.353203

From our initial 32 identified topics we can begin to see some groups of topics emerging. Perhaps we can refine these 32 topics down to a smaller number of topics? Perhaps 6 is a more reasonable number of topics.

Let’s train our model on 6 topics, setting paramater to K = 6.

STM_topic_model <- stm(MusicLyrics_dfm, K = 6, seed=12345, verbose = FALSE, init.type = "Spectral")

 

We can now observe and visualise the output from our trained model across the 6 topics.

Using the beta matrix we can see which words contribute the most to each topic.

 

td_BetaMatrix <- tidy(STM_topic_model)

td_BetaMatrix %>%
  group_by(topic) %>%
  top_n(10, beta) %>%
  ungroup() %>%
  mutate(topic = paste0("Topic ", topic),
         term = reorder(term, beta)) %>%
  ggplot(aes(term, beta, fill = as.factor(topic))) +
  geom_col(alpha = 0.8, show.legend = FALSE) +
  facet_wrap(~ topic, scales = "free_y") +
  coord_flip() +
  #scale_x_reordered() +
  labs(x = NULL, y = expression(beta),
       title = "Beta Matrix: Highest word probabilities for each topic",
       subtitle = "Different words are associated with different topics")

 

Our STM model also has another metric we can use and observe, the gamma matrix. This is the probability that each “document” is generated from each topic.

Questions we can observe here are:

 

td_GammaMatrix <- tidy(STM_topic_model, matrix = "gamma",                    
                 document_names = rownames(MusicLyrics_dfm))

ggplot(td_GammaMatrix, aes(gamma, fill = as.factor(topic))) +
  geom_histogram(alpha = 0.8, show.legend = FALSE) +
  facet_wrap(~ topic, ncol = 3) +
  labs(title = "Gamma Matrix: Distribution of document probabilities for each topic",
       subtitle = "Each topic is associated with exactly 1 story",
       y = "Number of topics", x = expression(gamma))

 

From these results it seems each song is strongly associated with a single topic. This is an uncommon occurance as topic modeling doesn’t always work out this way. Remembering that we built a model with only a small number of “documents” and a small amout of “words”. This was still a good exercise in working with topic modelling and interpreting beta and gamma results.

Observing the results from the beta matrix, the topics, and music artist influences:

 

5. Findings & Learnings

 

a. Findings

Returning to our guiding questions:

Can we make meaningful sense of the data? Yes! Across the selected 6 music albums and 59 individual songs we identified:

Is it safe to say that this collection of songs is an example of an ecclectic collection? Perhaps. Although, reality suggests that humans can find a way of proving and dis-proving similarity using a variety of configurable techniques.

 

b. Learnings, gotchas, traps for young players

Two key lessons I picked up on preparing this analysis:

  1. Text Mining, NLP, Sentiment Analysis and Topic Modelling are all large subjects to cover in their own right. One can easily go into great detail and depth on each of these subjects. This analysis was really touching the surface of these subjects. The downside of going into depth and detail is one must factor in more research, analysis and development time, but then circle back to the big questions, “what is the purpose of this analysis”, “what is the problem we are trying to solve and why does it matter?”.

  2. Consider, very carefully, the technical & narrative flow of the analysis for the reader’s (and developer’s) benefit. This analysis intended to start with the simple data clean up and descriptive stats then progress to more intermediate and advanced techniques, building with the “lego blocks” of data and constructs along the way.

 

c. Where to next & part 2

There were a few elements in this analysis we could unpack further, such as:

Given this analysis is all about music, we only covered one aspect in this analysis, the lyrical constructs. To make this a more holistic analysis, we will consider the audio components of music for a subsequent analysis.

 

We’d love to receive your thoughts, queries and feedback on this analysis. Please feel free to reach out to Bree at bree_mclennan@outlook.com.

 

Thanks for connecting and reading!

Bree.

 

6. References

Many hours have been spent researching approaches for designing and writing this analysis. Here’s some items we’d like to share:

Inspirations for this piece

Text mining, NLP and Machine Learning with Music Lyrics

Prince analysis - NLP Prince analysis - Sentments The Ramones Rick and Morty 50 Years of Pop Music Lyrics Radiohead & Using the Spotify API Alternative sentiment analysis: Using the “gloom” index to find depressing songs Alternative visualisations: Visualising songs as matrix structures and find repetitions